diff --git a/cad_log.txt b/cad_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..d19ca38199e2afd1784bdf556e6d117f8892bc20 --- /dev/null +++ b/cad_log.txt @@ -0,0 +1,60777 @@ +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264317.964095}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0761711597442627 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42026:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42026', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.2534945011139 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"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: 0.0004028069355956193 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014895351008948267 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024361105170100927 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016074180603027344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1011 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.046992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.047199 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.047199 +} +kpi_value { + floatVal: 0.999725938 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.047199 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.047199 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.047199 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972594}, "timestamp": {"timestamp": 1680264318.047199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08181428909301758 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.342515707016 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1428.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040270247220120615 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014888026878977921 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439480449538678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025527477264404297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1012 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.136065 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.136281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.136281 +} +kpi_value { + floatVal: 0.999726176 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.136281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.136281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.136281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.136281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997262}, "timestamp": {"timestamp": 1680264318.136281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.136281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.136281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.136281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024988412857055664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.37497329711914 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"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: 0.0004027077885894408 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014880676677487465 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002442850382067263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002020120620727539 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1013 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.167852 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.168077 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.168077 +} +kpi_value { + floatVal: 0.999726474 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.168077 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.168077 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.168077 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.168077}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997265}, "timestamp": {"timestamp": 1680264318.168077}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.168077}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.168077}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.168077}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06355524063110352 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.44519686698914 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1641.0}, {"feature": 9.0}, {"feature": 2827.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2600.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004025990748112099 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001487337750331052 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002444955171085894 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025954246520996094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1014 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.239232 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.239527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.239527 +} +kpi_value { + floatVal: 0.999726713 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.239527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.239527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.239527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.239527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997267}, "timestamp": {"timestamp": 1680264318.239527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.239527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.239527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.239527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044881343841552734 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.49772381782532 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1641.0}, {"feature": 9.0}, {"feature": 2827.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2600.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040242171805040004 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014866156187775018 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002442850382067263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020394325256347656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.290644 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.290904 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.290904 +} +kpi_value { + floatVal: 0.999727 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.290904 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.290904 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.290904 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.290904}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999727}, "timestamp": {"timestamp": 1680264318.290904}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.290904}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.290904}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.290904}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04358553886413574 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.5477056503296 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0004022544702834919 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014858933901686939 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439480449538678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022068023681640625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1016 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.375665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.375879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.375879 +} +kpi_value { + floatVal: 0.999727249 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.375879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.375879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.375879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.375879}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972725}, "timestamp": {"timestamp": 1680264318.375879}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.375879}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.375879}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.375879}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047121524810791016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.63639283180237 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 829.0}, {"feature": 4.0}, {"feature": 929.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040211842660705174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014851690133862961 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002442850382067263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018815994262695312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1017 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.431298 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.4315009 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.4315009 +} +kpi_value { + floatVal: 0.999725461 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.4315009 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.4315009 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.4315009 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.431501}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972546}, "timestamp": {"timestamp": 1680264318.431501}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.431501}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.431501}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.431501}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049810171127319336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.694598197937 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 1031.0}, {"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: 0.0004020325175334639 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014844419079999276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002444955171085894 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001842498779296875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1018 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.487858 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.488194 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.488194 +} +kpi_value { + floatVal: 0.999725699 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.488194 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.488194 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.488194 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.488194}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997257}, "timestamp": {"timestamp": 1680264318.488194}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.488194}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.488194}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.488194}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0344386100769043 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.73574900627136 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"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: 0.00040185994392542406 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014837235643139215 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002442850382067263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016450881958007812 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1019 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.528473 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.528677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.528677 +} +kpi_value { + floatVal: 0.999726 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.528677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.528677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.528677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.528677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999726}, "timestamp": {"timestamp": 1680264318.528677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.528677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.528677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.528677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027480125427246094 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.76942443847656 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 1031.0}, {"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: 0.00040166228319125653 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014830094932874543 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439480449538678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002051115036010742 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1020 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.562917 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.563134 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.563134 +} +kpi_value { + floatVal: 0.999726236 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.563134 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.563134 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.563134 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.563134}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972624}, "timestamp": {"timestamp": 1680264318.563134}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.563134}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.563134}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.563134}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.10643386840820312 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.8830063343048 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0004015491546079677 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014822874652953785 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002442850382067263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017826557159423828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1021 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.691997 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.6921871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.6921871 +} +kpi_value { + floatVal: 0.999726534 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.6921871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.6921871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.6921871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.692187}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972653}, "timestamp": {"timestamp": 1680264318.692187}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.692187}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.692187}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.692187}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03820610046386719 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.94369626045227 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004014114166610854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001481568635306558 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002444955171085894 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017747879028320312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1022 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.737851 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.738097 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.738097 +} +kpi_value { + floatVal: 0.999724269 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.738097 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.738097 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.738097 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.738097}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972427}, "timestamp": {"timestamp": 1680264318.738097}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.738097}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.738097}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.738097}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04895281791687012 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.00029826164246 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 829.0}, {"feature": 4.0}, {"feature": 929.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040132176328563327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014808471025185455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002447059960104525 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032758712768554688 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1023 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.794986 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.7954209 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.7954209 +} +kpi_value { + floatVal: 0.999724567 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.7954209 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.7954209 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.7954209 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.795421}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972457}, "timestamp": {"timestamp": 1680264318.795421}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.795421}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.795421}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.795421}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033017873764038086 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.04162621498108 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42028:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42028", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040114146077030455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001480135090417444 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002444955171085894 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020742416381835938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1024 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.835188 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.835417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.835417 +} +kpi_value { + floatVal: 0.999724805 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.835417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.835417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.835417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.835417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997248}, "timestamp": {"timestamp": 1680264318.835417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.835417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.835417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.835417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033892154693603516 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42028:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42028', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.08289575576782 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 829.0}, {"feature": 5.0}, {"feature": 1326.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040108196272673765 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014794141222525658 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002447059960104525 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022721290588378906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.876237 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.87647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.87647 +} +kpi_value { + floatVal: 0.999725103 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.87647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.87647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.87647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.87647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997251}, "timestamp": {"timestamp": 1680264318.87647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.87647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.87647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.87647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04098057746887207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.13100337982178 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"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: 0.0004010792678339156 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014786929869630983 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000244744005613029 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002248525619506836 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1026 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.925258 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.925524 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.925524 +} +kpi_value { + floatVal: 0.999725342 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.925524 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.925524 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.925524 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.925524}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972534}, "timestamp": {"timestamp": 1680264318.925524}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.925524}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.925524}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.925524}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06065511703491211 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.2000584602356 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040098517119091916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001477975975936077 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002447820152156055 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033545494079589844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1027 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.994983 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264318.995358 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264318.995358 +} +kpi_value { + floatVal: 0.99972564 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264318.995358 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264318.995358 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264318.995358 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.995358}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972564}, "timestamp": {"timestamp": 1680264318.995358}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.995358}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.995358}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.995358}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06767511367797852 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.2782838344574 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1169.0}, {"feature": 7.0}, {"feature": 1621.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004009056603309521 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014772591386615066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024481149739585817 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002835988998413086 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1028 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.072183 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.073205 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.073205 +} +kpi_value { + floatVal: 0.999725878 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.073205 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.073205 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.073205 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.073205}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997259}, "timestamp": {"timestamp": 1680264319.073205}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.073205}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.073205}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.073205}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04413604736328125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.3299593925476 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040068048380805855 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014765588018579821 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002447820152156055 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001550912857055664 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1029 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.121778 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.121994 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.121994 +} +kpi_value { + floatVal: 0.999726176 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.121994 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.121994 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.121994 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.121994}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997262}, "timestamp": {"timestamp": 1680264319.121994}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.121994}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.121994}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.121994}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08374524116516113 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.41926670074463 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040055125419421176 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014758476736356082 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024481149739585817 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002163410186767578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1030 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.213602 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.214004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.214004 +} +kpi_value { + floatVal: 0.999726415 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.214004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.214004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.214004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.214004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997264}, "timestamp": {"timestamp": 1680264319.214004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.214004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.214004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.214004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04270482063293457 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.4706494808197 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 1031.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.00040049113854440696 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001475133025663467 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024484097957611084 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021326541900634766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1031 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.263533 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.263932 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.263932 +} +kpi_value { + floatVal: 0.999726713 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.263932 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.263932 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.263932 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.263932}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997267}, "timestamp": {"timestamp": 1680264319.263932}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.263932}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.263932}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.263932}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03253746032714844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.50966906547546 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040024382832943813 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014744395402130914 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024481149739585817 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002042055130004883 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1032 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.303110 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.3033 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.3033 +} +kpi_value { + floatVal: 0.999726951 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.3033 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.3033 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.3033 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.3033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972695}, "timestamp": {"timestamp": 1680264319.3033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.3033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.3033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.3033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05306601524353027 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.57024931907654 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 829.0}, {"feature": 5.0}, {"feature": 1326.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004002678255723665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014737259003392924 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024484097957611084 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030989646911621094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1033 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.364531 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.3648889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.3648889 +} +kpi_value { + floatVal: 0.999727249 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.3648889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.3648889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.3648889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.364889}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972725}, "timestamp": {"timestamp": 1680264319.364889}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.364889}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.364889}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.364889}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07270145416259766 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.65212631225586 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1169.0}, {"feature": 7.0}, {"feature": 1621.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004001634243972117 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00147301691639425 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024516647681593895 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003092527389526367 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1034 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.446976 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.447304 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.447304 +} +kpi_value { + floatVal: 0.999727488 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.447304 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.447304 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.447304 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.447304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997275}, "timestamp": {"timestamp": 1680264319.447304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.447304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.447304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.447304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04030585289001465 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.70121479034424 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"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: 0.00040017165106401786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014723051658166106 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024549197405576706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004195690155029297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1035 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.496337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.496546 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.496546 +} +kpi_value { + floatVal: 0.999727726 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.496546 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.496546 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.496546 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.496546}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997277}, "timestamp": {"timestamp": 1680264319.496546}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.496546}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.496546}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.496546}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043856143951416016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.75398302078247 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 1031.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0004000793251390551 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014715974198409847 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002455615031067282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033168792724609375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1036 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.548442 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0003859996795654297 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.76271438598633 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 591.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039996201046288963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001470892549965897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002107858657836914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1037 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.555981 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.5561719 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.5561719 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.5561719 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.5561719 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.5561719 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.556172}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.556172}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.556172}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.556172}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.556172}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0711524486541748 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.8406753540039 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1460.0}, {"feature": 6.0}, {"feature": 1592.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003999377204273937 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014701840648961365 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024579052114859223 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002487659454345703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1038 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.640380 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.640667 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.640667 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.640667 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.640667 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.640667 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.640667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.640667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.640667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.640667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.640667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023929595947265625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.87781691551208 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0003997254059551404 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014694923157075484 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015528202056884766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1039 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.670769 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.670985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.670985 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.670985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.670985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.670985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.670985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.670985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.670985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.670985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.670985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021919965744018555 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.9061233997345 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 591.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039952890555678794 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014687993160023651 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002455615031067282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.026857376098632812 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1040 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.723091 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.723335 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.723335 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.723335 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.723335 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.723335 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.723335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.723335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.723335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.723335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.723335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0207061767578125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.95726680755615 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 591.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003998525319692538 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014681307677433676 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023784637451171875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1041 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.749962 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.750176 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.750176 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.750176 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.750176 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.750176 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.750176}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.750176}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.750176}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.750176}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.750176}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02158975601196289 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 191.98500609397888 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039969289996223293 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001467435159946169 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002455615031067282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014386177062988281 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1042 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.776714 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.77697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.77697 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.77697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.77697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.77697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.77697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.77697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.77697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.77697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.77697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058135271072387695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.04828524589539 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039955593266302033 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014667381865799266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018444061279296875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1043 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.840303 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.8407271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.8407271 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.8407271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.8407271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.8407271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.840727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.840727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.840727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.840727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.840727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024721145629882812 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.07849144935608 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039940560136215184 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014660435965685305 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002455615031067282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002271413803100586 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1044 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.903749 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.9041491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.9041491 +} +kpi_value { + floatVal: 1 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.9041491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.9041491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.9041491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.904149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1680264319.904149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.904149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.904149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.904149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024477005004882812 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.14216017723083 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039954043525988547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014653484487358367 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021636486053466797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1045 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.936028 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.9366241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.9366241 +} +kpi_value { + floatVal: 0.999762714 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.9366241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.9366241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.9366241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.936624}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997627}, "timestamp": {"timestamp": 1680264319.936624}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.936624}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.936624}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.936624}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030277252197265625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.17979073524475 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039942555056518054 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014646525363106887 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024579052114859223 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001970052719116211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1046 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:19.972171 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264319.97238 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264319.97238 +} +kpi_value { + floatVal: 0.999531507 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264319.97238 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264319.97238 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264319.97238 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.97238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9995315}, "timestamp": {"timestamp": 1680264319.97238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.97238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.97238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264319.97238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06462693214416504 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.2502315044403 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039927859586257037 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014639606322740402 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001756429672241211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1047 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.042818 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.0430219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.0430219 +} +kpi_value { + floatVal: 0.999355793 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.0430219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.0430219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.0430219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.043022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9993558}, "timestamp": {"timestamp": 1680264320.043022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.043022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.043022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.043022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024868488311767578 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.28115606307983 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 12.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.00039909823936719503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014632736484910315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002455975045450032 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030510425567626953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1048 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.075300 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.075552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.075552 +} +kpi_value { + floatVal: 0.999409497 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.075552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.075552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.075552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.075552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9994095}, "timestamp": {"timestamp": 1680264320.075552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.075552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.075552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.075552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05690956115722656 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.34574031829834 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039900472814712615 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014625791538185728 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002111196517944336 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1049 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.138579 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.1387839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.1387839 +} +kpi_value { + floatVal: 0.999454916 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.1387839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.1387839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.1387839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.138784}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9994549}, "timestamp": {"timestamp": 1680264320.138784}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.138784}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.138784}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.138784}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02386188507080078 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.37589621543884 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003988137655514514 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014618956052636642 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002455975045450032 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018389225006103516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1050 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.168438 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.16867 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.16867 +} +kpi_value { + floatVal: 0.999493837 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.16867 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.16867 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.16867 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.16867}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99949384}, "timestamp": {"timestamp": 1680264320.16867}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.16867}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.16867}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.16867}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05411171913146973 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.43769335746765 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003986895041403801 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001461205509155918 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024563103215768933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023241043090820312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1051 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.231867 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.232136 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.232136 +} +kpi_value { + floatVal: 0.999527574 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.232136 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.232136 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.232136 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.232136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9995276}, "timestamp": {"timestamp": 1680264320.232136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.232136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.232136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.232136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02693009376525879 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.4725775718689 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039862925558574073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014605121607803653 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024579052114859223 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003127574920654297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1052 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.266866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.267071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.267071 +} +kpi_value { + floatVal: 0.999557137 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.267071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.267071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.267071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.267071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99955714}, "timestamp": {"timestamp": 1680264320.267071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.267071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.267071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.267071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029452085494995117 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.51130390167236 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003985013255689396 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014598243924993726 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024595001013949513 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017042160034179688 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1053 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.324772 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.3249969 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.3249969 +} +kpi_value { + floatVal: 0.999583185 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.3249969 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.3249969 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.3249969 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.324997}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9995832}, "timestamp": {"timestamp": 1680264320.324997}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.324997}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.324997}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.324997}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03745293617248535 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.57572054862976 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003983611184653015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014591388050577707 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002459980023559183 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017485618591308594 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1054 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.368107 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.36831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.36831 +} +kpi_value { + floatVal: 0.999606311 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.36831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.36831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.36831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.36831}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9996063}, "timestamp": {"timestamp": 1680264320.36831}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.36831}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.36831}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.36831}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06115412712097168 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.642813205719 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 591.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003982835363208259 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014584492810499174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024604599457234144 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019049644470214844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1055 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.435068 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.435287 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.435287 +} +kpi_value { + floatVal: 0.999627054 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.435287 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.435287 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.435287 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.435287}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99962705}, "timestamp": {"timestamp": 1680264320.435287}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.435287}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.435287}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.435287}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05850672721862793 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.70703768730164 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"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: 0.00039813649604956015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014577663874819789 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002459980023559183 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016436576843261719 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1056 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.504060 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.504252 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.504252 +} +kpi_value { + floatVal: 0.99964571 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.504252 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.504252 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.504252 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.504252}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9996457}, "timestamp": {"timestamp": 1680264320.504252}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.504252}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.504252}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.504252}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0591886043548584 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.7767095565796 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039800393738534547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001457083014487354 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024604599457234144 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017342567443847656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1057 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.570434 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.570657 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.570657 +} +kpi_value { + floatVal: 0.999662578 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.570657 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.570657 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.570657 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.570657}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9996626}, "timestamp": {"timestamp": 1680264320.570657}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.570657}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.570657}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.570657}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06167268753051758 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.84558248519897 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2426.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003978838221590776 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014563994846771185 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024613100686110556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016531944274902344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1058 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.637461 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.6376939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.6376939 +} +kpi_value { + floatVal: 0.999677896 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.6376939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.6376939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.6376939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.637694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9996779}, "timestamp": {"timestamp": 1680264320.637694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.637694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.637694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.637694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03338456153869629 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.88427925109863 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 1031.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039779048708088986 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014557148583733445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016677379608154297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1059 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.675880 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.67607 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.67607 +} +kpi_value { + floatVal: 0.999691904 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.67607 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.67607 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.67607 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.67607}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9996919}, "timestamp": {"timestamp": 1680264320.67607}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.67607}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.67607}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.67607}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0260162353515625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.91543006896973 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 13.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.00039777740356204856 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014550281006908577 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024628551909700036 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002056598663330078 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1060 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.707879 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.708092 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.708092 +} +kpi_value { + floatVal: 0.999704719 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.708092 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.708092 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.708092 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.708092}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997047}, "timestamp": {"timestamp": 1680264320.708092}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.708092}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.708092}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.708092}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030076980590820312 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.95145773887634 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003976109404179191 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001454352350112373 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00152587890625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1061 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.743225 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.7434411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.7434411 +} +kpi_value { + floatVal: 0.99971652 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.7434411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.7434411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.7434411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.743441}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997165}, "timestamp": {"timestamp": 1680264320.743441}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.743441}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.743441}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.743441}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02316761016845703 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 192.97984194755554 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.0003973975082751532 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014536840895953019 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024613100686110556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001901865005493164 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1062 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.771693 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.7719059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.7719059 +} +kpi_value { + floatVal: 0.999727428 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.7719059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.7719059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.7719059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.771906}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997274}, "timestamp": {"timestamp": 1680264320.771906}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.771906}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.771906}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.771906}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02305126190185547 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.0350203514099 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 1031.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003973534777002656 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001453000872346844 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001851797103881836 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1063 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.827985 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.8282011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.8282011 +} +kpi_value { + floatVal: 0.999737561 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.8282011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.8282011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.8282011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.828201}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973756}, "timestamp": {"timestamp": 1680264320.828201}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.828201}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.828201}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.828201}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028156280517578125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.06961131095886 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"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": 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: 0.00039729855998849874 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014523190144157053 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024628551909700036 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023856163024902344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1064 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.862645 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.8636429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.8636429 +} +kpi_value { + floatVal: 0.999746919 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.8636429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.8636429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.8636429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.863643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997469}, "timestamp": {"timestamp": 1680264320.863643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.863643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.863643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.863643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05980539321899414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.13773465156555 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"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: 0.00039716840174022907 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014516432230053467 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635501904413104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001970529556274414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1065 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.930992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.9311991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.9311991 +} +kpi_value { + floatVal: 0.999755621 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.9311991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.9311991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.9311991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.931199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997556}, "timestamp": {"timestamp": 1680264320.931199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.931199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.931199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.931199}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029636383056640625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.17417335510254 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2426.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003970536002784436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001450967016730177 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003025531768798828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:20.968349 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264320.968982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264320.968982 +} +kpi_value { + floatVal: 0.999763787 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264320.968982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264320.968982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264320.968982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.968982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997638}, "timestamp": {"timestamp": 1680264320.968982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.968982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.968982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264320.968982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05414247512817383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.23761177062988 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.0003969378640326203 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014502918518256988 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002312183380126953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1067 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.031043 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.031235 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.031235 +} +kpi_value { + floatVal: 0.999771416 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.031235 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.031235 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.031235 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.031235}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997714}, "timestamp": {"timestamp": 1680264321.031235}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.031235}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.031235}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.031235}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02680039405822754 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.2724106311798 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039677425741770897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014496225682824096 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028526782989501953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1068 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.066756 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.0673039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.0673039 +} +kpi_value { + floatVal: 0.999778569 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.0673039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.0673039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.0673039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.067304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977857}, "timestamp": {"timestamp": 1680264321.067304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.067304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.067304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.067304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06654691696166992 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.3482973575592 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039678019264772173 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014489443952311236 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002409219741821289 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1069 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.142346 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.142626 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.142626 +} +kpi_value { + floatVal: 0.999785244 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.142626 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.142626 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.142626 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.142626}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978524}, "timestamp": {"timestamp": 1680264321.142626}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.142626}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.142626}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.142626}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026709318161010742 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.3824818134308 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003967020120993953 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014482694159181678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025756359100341797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1070 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.176441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.1769681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.1769681 +} +kpi_value { + floatVal: 0.999791563 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.1769681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.1769681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.1769681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.176968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979156}, "timestamp": {"timestamp": 1680264321.176968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.176968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.176968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.176968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06375384330749512 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.45469665527344 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 18.0}, {"feature": 14.0}, {"feature": 849.0}, {"feature": 7.0}, {"feature": 1438.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.00039665997944673113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00144759378145646 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020470619201660156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1071 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.247718 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.247947 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.247947 +} +kpi_value { + floatVal: 0.999797523 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.247947 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.247947 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.247947 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.247947}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997975}, "timestamp": {"timestamp": 1680264321.247947}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.247947}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.247947}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.247947}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026142597198486328 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.48745918273926 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039649892723493614 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014469280397299015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002458810806274414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1072 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.285156 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.285677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.285677 +} +kpi_value { + floatVal: 0.999803185 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.285677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.285677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.285677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.285677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998032}, "timestamp": {"timestamp": 1680264321.285677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.285677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.285677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.285677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05431056022644043 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.55384254455566 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00039645723298969716 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014462542826464443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029332637786865234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.348574 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.349087 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.349087 +} +kpi_value { + floatVal: 0.99980849 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.349087 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.349087 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.349087 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.349087}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998085}, "timestamp": {"timestamp": 1680264321.349087}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.349087}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.349087}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.349087}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05725264549255371 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.62035703659058 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 8.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"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: 0.00039630128402181415 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014455898490170135 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028083324432373047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.422435 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.423193 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.423193 +} +kpi_value { + floatVal: 0.999813497 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.423193 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.423193 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.423193 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.423193}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998135}, "timestamp": {"timestamp": 1680264321.423193}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.423193}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.423193}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.423193}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03197765350341797 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.66787481307983 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039614608560060695 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014449262768879178 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016813278198242188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1075 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.461110 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.461329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.461329 +} +kpi_value { + floatVal: 0.999818325 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.461329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.461329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.461329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.461329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998183}, "timestamp": {"timestamp": 1680264321.461329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.461329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.461329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.461329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026970386505126953 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.70160055160522 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003959636682048128 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001444267070794405 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016541481018066406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1076 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.493511 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.493741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.493741 +} +kpi_value { + floatVal: 0.999822855 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.493741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.493741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.493741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.493741}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982285}, "timestamp": {"timestamp": 1680264321.493741}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.493741}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.493741}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.493741}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0432133674621582 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.7502257823944 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1763.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0003958246583108658 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014436036119689327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635501904413104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016622543334960938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1077 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.555987 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.556206 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.556206 +} +kpi_value { + floatVal: 0.999827147 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.556206 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.556206 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.556206 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.556206}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982715}, "timestamp": {"timestamp": 1680264321.556206}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.556206}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.556206}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.556206}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.10065317153930664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.87011432647705 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1763.0}, {"feature": 14.0}, {"feature": 14.0}, {"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: 0.00039578417440485866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001442934493307373 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002810955047607422 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.667297 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.667738 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.667738 +} +kpi_value { + floatVal: 0.999831259 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.667738 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.667738 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.667738 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.667738}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983126}, "timestamp": {"timestamp": 1680264321.667738}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.667738}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.667738}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.667738}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02565479278564453 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.9063847064972 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42028:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42028", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000395659289175629 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014422715225766798 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016548633575439453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1079 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.699016 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.699203 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.699203 +} +kpi_value { + floatVal: 0.999835193 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.699203 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.699203 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.699203 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.699203}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998352}, "timestamp": {"timestamp": 1680264321.699203}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.699203}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.699203}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.699203}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05872368812561035 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42028:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42028', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 193.97120690345764 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.0003955050028269869 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014416125580334685 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023407936096191406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1080 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.765472 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.7658241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.7658241 +} +kpi_value { + floatVal: 0.999838948 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.7658241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.7658241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.7658241 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.765824}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983895}, "timestamp": {"timestamp": 1680264321.765824}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.765824}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.765824}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.765824}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08108210563659668 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.0607192516327 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"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: 0.00039535666519567494 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014409538540174664 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635501904413104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016200542449951172 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1081 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.852872 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.853102 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.853102 +} +kpi_value { + floatVal: 0.999842525 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.853102 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.853102 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.853102 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.853102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998425}, "timestamp": {"timestamp": 1680264321.853102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.853102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.853102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.853102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03774309158325195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.10414624214172 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1763.0}, {"feature": 15.0}, {"feature": 15.0}, {"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: 0.00039518529394522736 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001440298845921659 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002463025157339871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002855062484741211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1082 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.898229 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.8985429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.8985429 +} +kpi_value { + floatVal: 0.999845922 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.8985429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.8985429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.8985429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.898543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998459}, "timestamp": {"timestamp": 1680264321.898543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.898543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.898543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.898543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04089808464050293 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.15274953842163 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003950248892369163 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014396434033568397 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024625001242384315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002971172332763672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1083 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.946914 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.947782 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.947782 +} +kpi_value { + floatVal: 0.9998492 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.947782 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.947782 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.947782 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.947782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998492}, "timestamp": {"timestamp": 1680264321.947782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.947782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.947782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.947782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03789377212524414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.19977164268494 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039480747143837635 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014389969961568338 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462330157868564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0044705867767333984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1084 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:21.995349 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264321.995635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264321.995635 +} +kpi_value { + floatVal: 0.999852359 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264321.995635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264321.995635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264321.995635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.995635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985236}, "timestamp": {"timestamp": 1680264321.995635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.995635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.995635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264321.995635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06023836135864258 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.26904344558716 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039464347284450305 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014383438459084528 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016047954559326172 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1085 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.061055 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.0615039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.0615039 +} +kpi_value { + floatVal: 0.999855399 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.0615039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.0615039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.0615039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.061504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998554}, "timestamp": {"timestamp": 1680264322.061504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.061504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.061504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.061504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05902886390686035 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.33365511894226 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.0003945101427710161 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014376881804579371 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462330157868564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018694400787353516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1086 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.126038 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.126476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.126476 +} +kpi_value { + floatVal: 0.99985826 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.126476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.126476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.126476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.126476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985826}, "timestamp": {"timestamp": 1680264322.126476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.126476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.126476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.126476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03988361358642578 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.3794243335724 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003943705722786445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014370340789156128 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016162395477294922 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.171967 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.172153 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.172153 +} +kpi_value { + floatVal: 0.999861062 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.172153 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.172153 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.172153 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.172153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986106}, "timestamp": {"timestamp": 1680264322.172153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.172153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.172153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.172153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05269050598144531 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.438143491745 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039420116734297206 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014363843842284424 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024613100686110556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016140937805175781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1088 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.230863 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.2310469 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.2310469 +} +kpi_value { + floatVal: 0.999863744 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.2310469 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.2310469 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.2310469 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.231047}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986374}, "timestamp": {"timestamp": 1680264322.231047}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.231047}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.231047}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.231047}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05843520164489746 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.50283193588257 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 899.0}, {"feature": 6.0}, {"feature": 1381.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003941211543393153 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001435727161560492 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017757415771484375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1089 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.295583 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.29577 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.29577 +} +kpi_value { + floatVal: 0.999866307 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.29577 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.29577 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.29577 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.29577}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998663}, "timestamp": {"timestamp": 1680264322.29577}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.29577}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.29577}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.29577}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05620527267456055 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.56528449058533 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003939547284971923 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00143507892908968 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024613100686110556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018470287322998047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1090 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.358717 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.358963 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.358963 +} +kpi_value { + floatVal: 0.999868751 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.358963 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.358963 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.358963 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.358963}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986875}, "timestamp": {"timestamp": 1680264322.358963}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.358963}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.358963}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.358963}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051876068115234375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.62409234046936 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"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: 0.00039383219530478145 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014344267932276521 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016913414001464844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1091 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.417076 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.417269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.417269 +} +kpi_value { + floatVal: 0.999871135 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.417269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.417269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.417269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.417269}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987113}, "timestamp": {"timestamp": 1680264322.417269}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.417269}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.417269}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.417269}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05031108856201172 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.6808693408966 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003936835669681273 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001433778258574607 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024613100686110556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019016265869140625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1092 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.493448 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.493757 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.493757 +} +kpi_value { + floatVal: 0.999873459 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.493757 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.493757 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.493757 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.493757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987346}, "timestamp": {"timestamp": 1680264322.493757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.493757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.493757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.493757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05379533767700195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.76071572303772 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.00039355328740264063 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014331286836186767 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462160191498697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017952919006347656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1093 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.552790 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.552983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.552983 +} +kpi_value { + floatVal: 0.999875665 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.552983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.552983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.552983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.552983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987566}, "timestamp": {"timestamp": 1680264322.552983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.552983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.552983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.552983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07078027725219727 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.8371298313141 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 899.0}, {"feature": 6.0}, {"feature": 1381.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003934358145532554 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014324788037935108 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462330157868564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018510818481445312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1094 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.633110 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.633333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.633333 +} +kpi_value { + floatVal: 0.99987781 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.633333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.633333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.633333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.633333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998778}, "timestamp": {"timestamp": 1680264322.633333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.633333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.633333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.633333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061086177825927734 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.90768265724182 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"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: 0.0003933102128491418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014318305812893498 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024625001242384315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017886161804199219 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1095 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.700196 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.7004149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.7004149 +} +kpi_value { + floatVal: 0.999879897 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.7004149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.7004149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.7004149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.700415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998799}, "timestamp": {"timestamp": 1680264322.700415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.700415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.700415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.700415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08115172386169434 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 194.9948811531067 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039315342982376104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014311866282944 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002462330157868564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002003908157348633 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1096 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.788282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.788595 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.788595 +} +kpi_value { + floatVal: 0.999881923 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.788595 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.788595 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.788595 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.788595}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998819}, "timestamp": {"timestamp": 1680264322.788595}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.788595}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.788595}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.788595}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0490114688873291 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.0509443283081 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003930206946818941 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014305409103532764 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024625001242384315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016794204711914062 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1097 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.843347 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.8435521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.8435521 +} +kpi_value { + floatVal: 0.999883831 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.8435521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.8435521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.8435521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.843552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99988383}, "timestamp": {"timestamp": 1680264322.843552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.843552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.843552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.843552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06033205986022949 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.1171417236328 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.00039289280518173546 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014298956056552376 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002463025157339871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019009113311767578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1098 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.909680 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.9099491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.9099491 +} +kpi_value { + floatVal: 0.999885678 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.9099491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.9099491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.9099491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.909949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998857}, "timestamp": {"timestamp": 1680264322.909949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.909949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.909949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.909949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05303239822387695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.17639017105103 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42026:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42026", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 22767.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039275671800113773 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014292520274080795 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024625001242384315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016679763793945312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1099 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:22.969622 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264322.9698191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264322.9698191 +} +kpi_value { + floatVal: 0.999887526 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264322.9698191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264322.9698191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264322.9698191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.969819}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998875}, "timestamp": {"timestamp": 1680264322.969819}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.969819}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.969819}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264322.969819}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0595707893371582 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42026:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42026', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.2426896095276 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1283.0}, {"feature": 12.0}, {"feature": 3061.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039264957187697293 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014286066354707535 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002463025157339871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.008569717407226562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1100 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.042718 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.0429721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.0429721 +} +kpi_value { + floatVal: 0.999889255 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.0429721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.0429721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.0429721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.042972}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99988925}, "timestamp": {"timestamp": 1680264323.042972}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.042972}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.042972}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.042972}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055700063705444336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.31201362609863 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 899.0}, {"feature": 7.0}, {"feature": 1731.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039256294643875213 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001427960601498968 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635501904413104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019812583923339844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1101 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.111096 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.11129 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.11129 +} +kpi_value { + floatVal: 0.999891 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.11129 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.11129 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.11129 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.11129}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999891}, "timestamp": {"timestamp": 1680264323.11129}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.11129}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.11129}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.11129}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051300048828125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.3758828639984 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1283.0}, {"feature": 12.0}, {"feature": 3061.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003924159837118477 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014273208895630555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002463025157339871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018796920776367188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1102 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.173202 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.173527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.173527 +} +kpi_value { + floatVal: 0.999892652 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.173527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.173527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.173527 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.173527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99989265}, "timestamp": {"timestamp": 1680264323.173527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.173527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.173527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.173527}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05564260482788086 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.44240736961365 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 899.0}, {"feature": 7.0}, {"feature": 1731.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003923417452882371 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001426675853769206 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635501904413104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001781463623046875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.234829 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.2350161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.2350161 +} +kpi_value { + floatVal: 0.999894261 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.2350161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.2350161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.2350161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.235016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99989426}, "timestamp": {"timestamp": 1680264323.235016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.235016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.235016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.235016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.062326908111572266 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.51073169708252 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039228012774137955 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00142603103629499 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002076864242553711 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.303514 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.303793 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.303793 +} +kpi_value { + floatVal: 0.999895811 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.303793 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.303793 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.303793 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.303793}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998958}, "timestamp": {"timestamp": 1680264323.303793}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.303793}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.303793}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.303793}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07339763641357422 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.5904815196991 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003921346063620297 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014253938281830456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635501904413104 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002295970916748047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1105 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.383518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.3837521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.3837521 +} +kpi_value { + floatVal: 0.999897301 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.3837521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.3837521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.3837521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.383752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998973}, "timestamp": {"timestamp": 1680264323.383752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.383752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.383752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.383752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026357650756835938 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.6235785484314 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003920113996776902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014247551775944934 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002213001251220703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1106 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.490722 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.490948 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.490948 +} +kpi_value { + floatVal: 0.999898791 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.490948 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.490948 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.490948 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.490948}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998988}, "timestamp": {"timestamp": 1680264323.490948}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.490948}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.490948}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.490948}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04049420356750488 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.7448170185089 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003919222728347586 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001424114595933688 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019099712371826172 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1107 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.537193 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.5374849 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.5374849 +} +kpi_value { + floatVal: 0.999870121 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.5374849 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.5374849 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.5374849 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.537485}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998701}, "timestamp": {"timestamp": 1680264323.537485}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.537485}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.537485}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.537485}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024825334548950195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.77570009231567 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003917798872100734 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014234796830257784 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024633407592773438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1108 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.568568 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.568861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.568861 +} +kpi_value { + floatVal: 0.999836504 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.568861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.568861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.568861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.568861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998365}, "timestamp": {"timestamp": 1680264323.568861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.568861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.568861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.568861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06723451614379883 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.84987592697144 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039168279262165545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014228414236922063 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025696754455566406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1109 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.644094 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.64466 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.64466 +} +kpi_value { + floatVal: 0.999805868 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.64466 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.64466 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.64466 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.64466}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980587}, "timestamp": {"timestamp": 1680264323.64466}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.64466}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.64466}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.64466}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03186988830566406 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.89021611213684 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039155140722606766 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014222070900079492 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002551555633544922 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1110 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.683521 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.6838739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.6838739 +} +kpi_value { + floatVal: 0.99980849 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.6838739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.6838739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.6838739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.683874}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998085}, "timestamp": {"timestamp": 1680264323.683874}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.683874}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.683874}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.683874}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04483366012573242 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.9427366256714 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003914599415123577 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001421570154912571 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026023387908935547 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1111 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.736140 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.7367821 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.7367821 +} +kpi_value { + floatVal: 0.999811053 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.7367821 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.7367821 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.7367821 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.736782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981105}, "timestamp": {"timestamp": 1680264323.736782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.736782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.736782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.736782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02828836441040039 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 195.97869515419006 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039137335167108975 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014209337471244633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028989315032958984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1112 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.772407 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.7731161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.7731161 +} +kpi_value { + floatVal: 0.999813497 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.7731161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.7731161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.7731161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.773116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998135}, "timestamp": {"timestamp": 1680264323.773116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.773116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.773116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.773116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0661776065826416 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.05221009254456 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003912564870057944 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001420300615065707 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020055770874023438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.844736 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.845057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.845057 +} +kpi_value { + floatVal: 0.999815941 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.845057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.845057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.845057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.845057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981594}, "timestamp": {"timestamp": 1680264323.845057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.845057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.845057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.845057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032232046127319336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.09046483039856 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 3084.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003911362370184357 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014196686623580857 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002471559855621308 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001995086669921875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1114 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.882698 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.883003 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.883003 +} +kpi_value { + floatVal: 0.999818325 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.883003 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.883003 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.883003 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.883003}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998183}, "timestamp": {"timestamp": 1680264323.883003}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.883003}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.883003}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.883003}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04528927803039551 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.1416494846344 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003909810753685376 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014190413468036624 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018432140350341797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1115 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:23.933650 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264323.93396 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264323.93396 +} +kpi_value { + floatVal: 0.99982059 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264323.93396 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264323.93396 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264323.93396 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.93396}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998206}, "timestamp": {"timestamp": 1680264323.93396}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.93396}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.93396}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264323.93396}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025279760360717773 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.17238569259644 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039087711024143163 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014184096814447002 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002471559855621308 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026247501373291016 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1116 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.032523 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.0327871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.0327871 +} +kpi_value { + floatVal: 0.999822855 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.0327871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.0327871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.0327871 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.032787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982285}, "timestamp": {"timestamp": 1680264324.032787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.032787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.032787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.032787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03713726997375488 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.2835578918457 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003906839767211653 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001417789300466504 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017745494842529297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1117 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.075972 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.076515 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.076515 +} +kpi_value { + floatVal: 0.999798656 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.076515 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.076515 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.076515 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.076515}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979866}, "timestamp": {"timestamp": 1680264324.076515}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.076515}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.076515}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.076515}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05902361869812012 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.34866547584534 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039048756618337613 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014171702878196587 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023818016052246094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1118 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.142581 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.1428039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.1428039 +} +kpi_value { + floatVal: 0.999801099 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.1428039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.1428039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.1428039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.142804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998011}, "timestamp": {"timestamp": 1680264324.142804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.142804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.142804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.142804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03549385070800781 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.3916425704956 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039044916352017436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001416537497570271 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001895904541015625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1119 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.183983 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.1842461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.1842461 +} +kpi_value { + floatVal: 0.999803543 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.1842461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.1842461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.1842461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.184246}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980354}, "timestamp": {"timestamp": 1680264324.184246}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.184246}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.184246}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.184246}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05504965782165527 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.45275855064392 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003902817035850603 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00141591605472178 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002152681350708008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1120 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.245524 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.2457089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.2457089 +} +kpi_value { + floatVal: 0.999805868 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.2457089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.2457089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.2457089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.245709}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980587}, "timestamp": {"timestamp": 1680264324.245709}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.245709}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.245709}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.245709}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027112245559692383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.48638486862183 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 1136.0}, {"feature": 7.0}, {"feature": 2152.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003901962988430852 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014152872583868918 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018928050994873047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1121 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.278523 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.2790329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.2790329 +} +kpi_value { + floatVal: 0.999808133 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.2790329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.2790329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.2790329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.279033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980813}, "timestamp": {"timestamp": 1680264324.279033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.279033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.279033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.279033}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.062023162841796875 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.55402398109436 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 3084.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003900129055237454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014146697450598755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014910697937011719 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1122 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.345361 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.345578 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.345578 +} +kpi_value { + floatVal: 0.999810398 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.345578 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.345578 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.345578 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.345578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998104}, "timestamp": {"timestamp": 1680264324.345578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.345578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.345578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.345578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03197765350341797 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.59080600738525 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003899132725280956 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014140436811993663 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032286643981933594 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1123 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.385526 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.3857319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.3857319 +} +kpi_value { + floatVal: 0.999812543 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.3857319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.3857319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.3857319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.385732}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981254}, "timestamp": {"timestamp": 1680264324.385732}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.385732}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.385732}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.385732}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06506919860839844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.66412496566772 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 595.0}, {"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: 0.0003897851681853794 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014134210376292998 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002420663833618164 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1124 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.461180 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.46148 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.46148 +} +kpi_value { + floatVal: 0.999814689 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.46148 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.46148 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.46148 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.46148}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998147}, "timestamp": {"timestamp": 1680264324.46148}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.46148}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.46148}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.46148}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02544689178466797 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.70028233528137 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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": 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: 0.0003896163653375374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014128040456893533 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017561912536621094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1125 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.498947 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.4992261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.4992261 +} +kpi_value { + floatVal: 0.999816775 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.4992261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.4992261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.4992261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.499226}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998168}, "timestamp": {"timestamp": 1680264324.499226}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.499226}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.499226}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.499226}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04393935203552246 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.75636291503906 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 829.0}, {"feature": 6.0}, {"feature": 1825.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003894871509891189 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014121832015742447 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024658249458298087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001703500747680664 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1126 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.556878 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.5570691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.5570691 +} +kpi_value { + floatVal: 0.999818802 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.5570691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.5570691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.5570691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.557069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998188}, "timestamp": {"timestamp": 1680264324.557069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.557069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.557069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.557069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04678177833557129 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.81718039512634 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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": 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: 0.00038945295208752713 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014115570058541613 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002468099701218307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026128292083740234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1127 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.612223 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.612448 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.612448 +} +kpi_value { + floatVal: 0.999820769 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.612448 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.612448 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.612448 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.612448}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982077}, "timestamp": {"timestamp": 1680264324.612448}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.612448}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.612448}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.612448}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02927398681640625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.85493659973145 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000389579668474311 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014109375898314056 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002469414903316647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003038644790649414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1128 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.653286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.654258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.654258 +} +kpi_value { + floatVal: 0.999822736 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.654258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.654258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.654258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.654258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982274}, "timestamp": {"timestamp": 1680264324.654258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.654258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.654258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.654258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02904367446899414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.89574337005615 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2741.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038946493185621064 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014103178543805927 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024707301054149866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016627311706542969 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1129 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.697327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.697552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.697552 +} +kpi_value { + floatVal: 0.999824643 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.697552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.697552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.697552 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.697552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982464}, "timestamp": {"timestamp": 1680264324.697552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.697552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.697552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.697552}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04461789131164551 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 196.95729446411133 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038936095671785945 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014096980109091334 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002471559855621308 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021889209747314453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1130 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.750974 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.75119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.75119 +} +kpi_value { + floatVal: 0.999826491 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.75119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.75119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.75119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.75119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998265}, "timestamp": {"timestamp": 1680264324.75119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.75119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.75119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.75119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03600931167602539 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.00041794776917 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 1136.0}, {"feature": 8.0}, {"feature": 2504.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003892744987174559 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014090776616819192 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024723896058276296 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002336263656616211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1131 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.793681 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.794178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.794178 +} +kpi_value { + floatVal: 0.999828339 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.794178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.794178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.794178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.794178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982834}, "timestamp": {"timestamp": 1680264324.794178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.794178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.794178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.794178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04813385009765625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.05641674995422 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00038908581982050814 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014084694333931713 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002471559855621308 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017628669738769531 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1132 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.848875 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.8491349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.8491349 +} +kpi_value { + floatVal: 0.999830127 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.8491349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.8491349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.8491349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.849135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998301}, "timestamp": {"timestamp": 1680264324.849135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.849135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.849135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.849135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02728581428527832 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.08970093727112 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038902285174464204 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014078493238426624 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024723896058276296 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029561519622802734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1133 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.883401 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.8841319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.8841319 +} +kpi_value { + floatVal: 0.999831855 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.8841319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.8841319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.8841319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.884132}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983186}, "timestamp": {"timestamp": 1680264324.884132}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.884132}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.884132}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.884132}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06361174583435059 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.16460752487183 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 662.0}, {"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: 0.00038895172133098963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014072304788692296 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002472544729243964 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003539562225341797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1134 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:24.962744 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264324.963069 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264324.963069 +} +kpi_value { + floatVal: 0.999833584 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264324.963069 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264324.963069 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264324.963069 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.963069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998336}, "timestamp": {"timestamp": 1680264324.963069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.963069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.963069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264324.963069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03852224349975586 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.2150809764862 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2741.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038887850662266694 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014066125776957391 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024726998526602983 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024836063385009766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1135 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.022233 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.0228829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.0228829 +} +kpi_value { + floatVal: 0.999835253 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.0228829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.0228829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.0228829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.022883}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983525}, "timestamp": {"timestamp": 1680264325.022883}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.022883}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.022883}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.022883}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02861309051513672 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.26504635810852 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00038869830631752645 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014060064403874683 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002472544729243964 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004937887191772461 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1136 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.061468 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.06195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.06195 +} +kpi_value { + floatVal: 0.999836922 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.06195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.06195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.06195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.06195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998369}, "timestamp": {"timestamp": 1680264325.06195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.06195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.06195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.06195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061109066009521484 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.3374366760254 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2741.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003887200553998967 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014053881989671026 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024726998526602983 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002827167510986328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1137 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.131490 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.1324639 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.1324639 +} +kpi_value { + floatVal: 0.999838531 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.1324639 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.1324639 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.1324639 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.132464}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983853}, "timestamp": {"timestamp": 1680264325.132464}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.132464}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.132464}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.132464}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03910708427429199 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.3843653202057 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038858887166405174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014047775460271994 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002472544729243964 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017206668853759766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1138 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.177290 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.177814 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.177814 +} +kpi_value { + floatVal: 0.99984014 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.177814 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.177814 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.177814 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.177814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99984014}, "timestamp": {"timestamp": 1680264325.177814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.177814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.177814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.177814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05126810073852539 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.4423544406891 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 829.0}, {"feature": 7.0}, {"feature": 2222.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003885130930072166 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014041630661313822 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024726998526602983 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002198457717895508 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1139 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.235688 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.2361529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.2361529 +} +kpi_value { + floatVal: 0.99984169 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.2361529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.2361529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.2361529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.236153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998417}, "timestamp": {"timestamp": 1680264325.236153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.236153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.236153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.236153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03299093246459961 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.48287439346313 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003884294148934842 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014035499111441875 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002473004860803485 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003128528594970703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1140 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.277466 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.2778139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.2778139 +} +kpi_value { + floatVal: 0.99984318 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.2778139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.2778139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.2778139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.277814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998432}, "timestamp": {"timestamp": 1680264325.277814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.277814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.277814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.277814}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06434035301208496 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.5563199520111 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003884402979642812 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014029347718984807 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024733098689466715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003267526626586914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1141 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.439151 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.4396911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.4396911 +} +kpi_value { + floatVal: 0.99984467 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.4396911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.4396911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.4396911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.439691}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998447}, "timestamp": {"timestamp": 1680264325.439691}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.439691}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.439691}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.439691}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030367612838745117 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.68370747566223 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038829748161975456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014023286905260786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002473004860803485 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024895668029785156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1142 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.477530 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.478054 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.478054 +} +kpi_value { + floatVal: 0.999826 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.478054 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.478054 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.478054 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.478054}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999826}, "timestamp": {"timestamp": 1680264325.478054}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.478054}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.478054}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.478054}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0671834945678711 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.76037335395813 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 1136.0}, {"feature": 8.0}, {"feature": 2504.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003882998687480776 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001401715116493102 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024733098689466715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039789676666259766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1143 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.556758 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.558135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.558135 +} +kpi_value { + floatVal: 0.999803782 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.558135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.558135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.558135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.558135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998038}, "timestamp": {"timestamp": 1680264325.558135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.558135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.558135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.558135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0716855525970459 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.84336948394775 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 25.0}, {"feature": 23.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2741.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003882599842406555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014011029936937785 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024735601618885994 +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: 1144 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.637561 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.63798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.63798 +} +kpi_value { + floatVal: 0.999805629 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.63798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.63798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.63798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.63798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998056}, "timestamp": {"timestamp": 1680264325.63798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.63798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.63798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.63798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042925357818603516 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.89402151107788 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003881479938327453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001400496147114674 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024738104548305273 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019745826721191406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1145 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.686977 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.687181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.687181 +} +kpi_value { + floatVal: 0.999807417 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.687181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.687181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.687181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.687181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998074}, "timestamp": {"timestamp": 1680264325.687181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.687181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.687181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.687181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04238128662109375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.94414949417114 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1136.0}, {"feature": 9.0}, {"feature": 2856.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003880813018842251 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001399886796032678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024746201233938336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031049251556396484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1146 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.738855 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.7396669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.7396669 +} +kpi_value { + floatVal: 0.999809146 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.7396669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.7396669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.7396669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.739667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980915}, "timestamp": {"timestamp": 1680264325.739667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.739667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.739667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.739667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030142545700073242 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 197.98419523239136 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1136.0}, {"feature": 9.0}, {"feature": 2856.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003879850025616794 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013992802221009422 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000247542979195714 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003298044204711914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1147 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.779266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.7802191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.7802191 +} +kpi_value { + floatVal: 0.999810874 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.7802191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.7802191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.7802191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.780219}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998109}, "timestamp": {"timestamp": 1680264325.780219}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.780219}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.780219}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.780219}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06635141372680664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.0591323375702 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 916.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003881369389265854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013986801121407654 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000247582996962592 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005353212356567383 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1148 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.857172 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.858752 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.858752 +} +kpi_value { + floatVal: 0.999812543 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.858752 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.858752 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.858752 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.858752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981254}, "timestamp": {"timestamp": 1680264325.858752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.858752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.858752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.858752}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0631721019744873 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.13387632369995 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 12.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 729.0}, {"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: 0.0003881158441036868 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013980715113010472 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024762301472947 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002127408981323242 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1149 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.928296 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.9285541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.9285541 +} +kpi_value { + floatVal: 0.999814212 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.9285541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.9285541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.9285541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.928554}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998142}, "timestamp": {"timestamp": 1680264325.928554}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.928554}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.928554}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.928554}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033098459243774414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.17501759529114 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003879210607492891 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013974791192716074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000247582996962592 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017552375793457031 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1150 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:25.967032 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264325.967248 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264325.967248 +} +kpi_value { + floatVal: 0.999815822 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264325.967248 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264325.967248 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264325.967248 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.967248}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998158}, "timestamp": {"timestamp": 1680264325.967248}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.967248}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.967248}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264325.967248}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02789616584777832 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.23539805412292 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003878440154974489 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013968743590736157 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024762301472947 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019981861114501953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1151 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.028547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.02884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.02884 +} +kpi_value { + floatVal: 0.999817431 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.02884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.02884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.02884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.02884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981743}, "timestamp": {"timestamp": 1680264326.02884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.02884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.02884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.02884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05421614646911621 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.29631161689758 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 829.0}, {"feature": 8.0}, {"feature": 2619.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003878271665295567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013962680621809466 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002477420202922076 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028946399688720703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1152 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.089995 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.0906341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.0906341 +} +kpi_value { + floatVal: 0.99981904 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.0906341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.0906341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.0906341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.090634}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981904}, "timestamp": {"timestamp": 1680264326.090634}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.090634}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.090634}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.090634}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05607175827026367 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.36062264442444 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003876595974274639 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013956740258406046 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024762301472947 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016930103302001953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1153 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.153419 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.153682 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.153682 +} +kpi_value { + floatVal: 0.99982059 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.153682 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.153682 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.153682 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.153682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998206}, "timestamp": {"timestamp": 1680264326.153682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.153682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.153682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.153682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0478360652923584 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.41474151611328 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 12.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 729.0}, {"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: 0.0003879633274145644 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013951073050936945 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002477420202922076 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.018185138702392578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1154 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.224213 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.2252121 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.2252121 +} +kpi_value { + floatVal: 0.99982208 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.2252121 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.2252121 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.2252121 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.225212}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998221}, "timestamp": {"timestamp": 1680264326.225212}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.225212}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.225212}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.225212}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03864097595214844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.47817969322205 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003877989591998391 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013945144104295204 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024762301472947 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015926361083984375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1155 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.270508 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.27071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.27071 +} +kpi_value { + floatVal: 0.99982357 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.27071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.27071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.27071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.27071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998236}, "timestamp": {"timestamp": 1680264326.27071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.27071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.27071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.27071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04438948631286621 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.5283408164978 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.000387693582065194 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013939157168003564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002477420202922076 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003576040267944336 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1156 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.334950 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.335983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.335983 +} +kpi_value { + floatVal: 0.99982506 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.335983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.335983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.335983 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.335983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982506}, "timestamp": {"timestamp": 1680264326.335983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.335983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.335983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.335983}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05239415168762207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.60118436813354 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 829.0}, {"feature": 8.0}, {"feature": 2619.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003879926498563173 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001393350306259123 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002478610258549452 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003313779830932617 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1157 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.396350 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.39694 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.39694 +} +kpi_value { + floatVal: 0.999826491 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.39694 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.39694 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.39694 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.39694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998265}, "timestamp": {"timestamp": 1680264326.39694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.39694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.39694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.39694}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037125587463378906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.64738845825195 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038797198784729027 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001392748734343867 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024788049631752074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035064220428466797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1158 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.442443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.4434929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.4434929 +} +kpi_value { + floatVal: 0.999827921 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.4434929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.4434929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.4434929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.443493}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998279}, "timestamp": {"timestamp": 1680264326.443493}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.443493}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.443493}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.443493}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025325298309326172 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.68259072303772 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1136.0}, {"feature": 9.0}, {"feature": 2856.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003881494313654449 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013921608591680426 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002478999667800963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003938436508178711 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1159 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.478518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.479445 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.479445 +} +kpi_value { + floatVal: 0.999809802 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.479445 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.479445 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.479445 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.479445}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998098}, "timestamp": {"timestamp": 1680264326.479445}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.479445}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.479445}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.479445}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056897640228271484 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.74895024299622 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038800084133479935 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013915698549742143 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024788049631752074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016376972198486328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1160 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.544046 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.5442581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.5442581 +} +kpi_value { + floatVal: 0.999811351 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.5442581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.5442581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.5442581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.544258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981135}, "timestamp": {"timestamp": 1680264326.544258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.544258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.544258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.544258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035407066345214844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.792888879776 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 829.0}, {"feature": 5.0}, {"feature": 1326.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003879581747835696 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013909711869899682 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002478999667800963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016319751739501953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1161 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.584978 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.5851691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.5851691 +} +kpi_value { + floatVal: 0.999812841 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.5851691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.5851691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.5851691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.585169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981284}, "timestamp": {"timestamp": 1680264326.585169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.585169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.585169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.585169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05072140693664551 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.84921097755432 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003877806660287217 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013903856890929603 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024788049631752074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014765262603759766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1162 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.641804 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.6420281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.6420281 +} +kpi_value { + floatVal: 0.999814332 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.6420281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.6420281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.6420281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.642028}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981433}, "timestamp": {"timestamp": 1680264326.642028}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.642028}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.642028}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.642028}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024993896484375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.880273103714 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1082.0}, {"feature": 11.0}, {"feature": 2921.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038774479098493107 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013897883403303272 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002478999667800963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019268989562988281 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1163 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.673153 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.673409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.673409 +} +kpi_value { + floatVal: 0.999815822 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.673409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.673409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.673409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.673409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998158}, "timestamp": {"timestamp": 1680264326.673409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.673409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.673409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.673409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08502030372619629 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 198.9719202518463 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.0003876242473804715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013891973063389195 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024788049631752074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019872188568115234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1164 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.768990 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.7692039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.7692039 +} +kpi_value { + floatVal: 0.999817252 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.7692039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.7692039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.7692039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.769204}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981725}, "timestamp": {"timestamp": 1680264326.769204}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.769204}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.769204}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.769204}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034661054611206055 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.0171480178833 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1177.0}, {"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: 0.00038756962826619394 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013886022066781944 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002478999667800963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035216808319091797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1165 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.811838 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.8130131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.8130131 +} +kpi_value { + floatVal: 0.999818623 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.8130131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.8130131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.8130131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.813013}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998186}, "timestamp": {"timestamp": 1680264326.813013}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.813013}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.813013}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.813013}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047899484634399414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.07395267486572 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 13.0}, {"feature": 199.0}, {"feature": 8.0}, {"feature": 796.0}, {"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: 0.0003877293335383288 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001388017327340928 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002479964750818908 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031332969665527344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1166 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.868898 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.869725 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.869725 +} +kpi_value { + floatVal: 0.999820054 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.869725 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.869725 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.869725 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.869725}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982005}, "timestamp": {"timestamp": 1680264326.869725}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.869725}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.869725}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.869725}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027553081512451172 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.11130046844482 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 916.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.0004043023109666671 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014983987931402132 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024809298338368535 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.021500349044799805 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1167 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.923963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.9242339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.9242339 +} +kpi_value { + floatVal: 0.999821424 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.9242339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.9242339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.9242339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.924234}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998214}, "timestamp": {"timestamp": 1680264326.924234}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.924234}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.924234}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.924234}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024250268936157227 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.16179752349854 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.00040419971219930566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014977613188851355 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002480969706084579 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005770683288574219 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1168 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:26.962562 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264326.963377 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264326.963377 +} +kpi_value { + floatVal: 0.999822795 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264326.963377 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264326.963377 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264326.963377 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.963377}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998228}, "timestamp": {"timestamp": 1680264326.963377}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.963377}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.963377}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264326.963377}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028484821319580078 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.20560359954834 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42028:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42028", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000404096467783348 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001497124723389915 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002481009578332305 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.031246423721313477 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1169 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.029676 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.030004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.030004 +} +kpi_value { + floatVal: 0.999824107 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.030004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.030004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.030004 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.030004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998241}, "timestamp": {"timestamp": 1680264327.030004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.030004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.030004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.030004}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026636362075805664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42028:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42028', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.2698369026184 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1132.0}, {"feature": 7.0}, {"feature": 2182.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 6.0}, {"feature": 2515.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004041268323591918 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014964851498518498 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000248158467002213 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035529136657714844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1170 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.065642 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.0666051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.0666051 +} +kpi_value { + floatVal: 0.999825418 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.0666051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.0666051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.0666051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.066605}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998254}, "timestamp": {"timestamp": 1680264327.066605}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.066605}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.066605}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.066605}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06116485595703125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.34250807762146 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.00040401709470802474 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014958507454948988 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002482159761711955 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001977682113647461 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1171 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.143050 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.143271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.143271 +} +kpi_value { + floatVal: 0.999826729 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.143271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.143271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.143271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.143271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998267}, "timestamp": {"timestamp": 1680264327.143271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.143271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.143271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.143271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02486872673034668 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.3813693523407 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004038959282685593 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014952181966703497 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002486824814695865 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031173229217529297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1172 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.176904 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.177794 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.177794 +} +kpi_value { + floatVal: 0.999828 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.177794 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.177794 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.177794 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.177794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999828}, "timestamp": {"timestamp": 1680264327.177794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.177794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.177794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.177794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05127525329589844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.44295620918274 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.00040373852422289415 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014945904271005017 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002482159761711955 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017685890197753906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1173 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.235649 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.2358911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.2358911 +} +kpi_value { + floatVal: 0.999829233 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.2358911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.2358911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.2358911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.235891}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982923}, "timestamp": {"timestamp": 1680264327.235891}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.235891}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.235891}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.235891}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03500509262084961 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.48409628868103 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 829.0}, {"feature": 5.0}, {"feature": 1326.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000403623585113256 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014939589402303334 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002486824814695865 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016276836395263672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.276439 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.276674 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.276674 +} +kpi_value { + floatVal: 0.999830484 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.276674 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.276674 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.276674 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.276674}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998305}, "timestamp": {"timestamp": 1680264327.276674}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.276674}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.276674}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.276674}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0513150691986084 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.5412757396698 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040367669698366143 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001493324186539124 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002491489867679775 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019609928131103516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1175 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.336508 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.3367341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.3367341 +} +kpi_value { + floatVal: 0.999831676 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.3367341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.3367341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.3367341 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.336734}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998317}, "timestamp": {"timestamp": 1680264327.336734}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.336734}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.336734}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.336734}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02373647689819336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.57383632659912 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040348739369984617 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014927032391010974 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002486824814695865 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032656192779541016 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1176 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.369260 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.37037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.37037 +} +kpi_value { + floatVal: 0.999832869 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.37037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.37037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.37037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.37037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983287}, "timestamp": {"timestamp": 1680264327.37037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.37037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.37037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.37037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06865119934082031 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.65147423744202 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004033592132279395 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014920754657021616 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002491489867679775 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001714944839477539 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1177 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.445162 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.4453781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.4453781 +} +kpi_value { + floatVal: 0.999834061 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.4453781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.4453781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.4453781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.445378}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983406}, "timestamp": {"timestamp": 1680264327.445378}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.445378}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.445378}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.445378}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051819562911987305 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.71049571037292 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0004032405695845555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001491447576756098 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024920247960835695 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017774105072021484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1178 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.502756 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.503 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.503 +} +kpi_value { + floatVal: 0.999835253 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.503 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.503 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.503 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.503}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983525}, "timestamp": {"timestamp": 1680264327.503}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.503}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.503}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.503}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07328033447265625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.78960466384888 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1082.0}, {"feature": 11.0}, {"feature": 2921.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040351580234996475 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014908448659199398 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024925597244873643 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026950836181640625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1179 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.583089 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.5832951 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.5832951 +} +kpi_value { + floatVal: 0.999836385 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.5832951 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.5832951 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.5832951 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.583295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998364}, "timestamp": {"timestamp": 1680264327.583295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.583295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.583295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.583295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04671072959899902 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.84338474273682 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00040347349146278416 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014902137262726761 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024945050245150924 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002356290817260742 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1180 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.641008 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.6412771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.6412771 +} +kpi_value { + floatVal: 0.999837518 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.6412771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.6412771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.6412771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.641277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998375}, "timestamp": {"timestamp": 1680264327.641277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.641277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.641277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.641277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06797981262207031 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.9227101802826 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 13.0}, {"feature": 199.0}, {"feature": 8.0}, {"feature": 796.0}, {"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: 0.0004033815333734848 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014895860302366138 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024964503245428205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005080461502075195 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1181 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.720349 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.7205811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.7205811 +} +kpi_value { + floatVal: 0.99983865 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.7205811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.7205811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.7205811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.720581}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983865}, "timestamp": {"timestamp": 1680264327.720581}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.720581}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.720581}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.720581}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05059552192687988 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 199.98452997207642 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004033018679668506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014889583013393817 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002496735251042992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002227306365966797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1182 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.777991 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.77885 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.77885 +} +kpi_value { + floatVal: 0.999839783 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.77885 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.77885 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.77885 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.77885}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998398}, "timestamp": {"timestamp": 1680264327.77885}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.77885}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.77885}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.77885}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029581546783447266 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.02127647399902 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 829.0}, {"feature": 8.0}, {"feature": 2619.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040332657899683937 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014883290961865837 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024970201775431633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021224021911621094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1183 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.814336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.8145571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.8145571 +} +kpi_value { + floatVal: 0.999840856 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.8145571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.8145571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.8145571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.814557}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99984086}, "timestamp": {"timestamp": 1680264327.814557}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.814557}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.814557}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.814557}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024027585983276367 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.05188465118408 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040317107935127725 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014877100599000066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002496735251042992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019078254699707031 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1184 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.849454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.8496709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.8496709 +} +kpi_value { + floatVal: 0.999841928 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.8496709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.8496709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.8496709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.849671}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998419}, "timestamp": {"timestamp": 1680264327.849671}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.849671}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.849671}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.849671}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020337343215942383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.083327293396 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"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: 0.0004030080050434367 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014870927882431927 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024964503245428205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017778873443603516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1185 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.875516 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.875756 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.875756 +} +kpi_value { + floatVal: 0.999843 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.875756 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.875756 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.875756 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.875756}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999843}, "timestamp": {"timestamp": 1680264327.875756}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.875756}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.875756}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.875756}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0235903263092041 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.11267256736755 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.00040287992999061287 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014864722580335697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002496735251042992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.01976799964904785 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1186 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.922836 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.9230089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.9230089 +} +kpi_value { + floatVal: 0.999844 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.9230089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.9230089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.9230089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.923009}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999844}, "timestamp": {"timestamp": 1680264327.923009}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.923009}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.923009}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.923009}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026697397232055664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.16299557685852 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1177.0}, {"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: 0.0004027313251705823 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014858547928444 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024964503245428205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001827239990234375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1187 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.955433 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.955797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.955797 +} +kpi_value { + floatVal: 0.999845088 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.955797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.955797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.955797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.955797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998451}, "timestamp": {"timestamp": 1680264327.955797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.955797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.955797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.955797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.01978754997253418 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.18869185447693 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1082.0}, {"feature": 8.0}, {"feature": 2171.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2142.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004026047314708482 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014852357054157277 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002496735251042992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021491050720214844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1188 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:27.981167 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264327.9815409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264327.9815409 +} +kpi_value { + floatVal: 0.999846101 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264327.9815409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264327.9815409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264327.9815409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.981541}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998461}, "timestamp": {"timestamp": 1680264327.981541}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.981541}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.981541}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264327.981541}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04921889305114746 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.2443106174469 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.00040247476112592536 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014846177592411252 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024964503245428205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019774436950683594 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1189 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.037008 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.0372109 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.0372109 +} +kpi_value { + floatVal: 0.999847114 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.0372109 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.0372109 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.0372109 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.037211}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998471}, "timestamp": {"timestamp": 1680264328.037211}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.037211}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.037211}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.037211}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023645401000976562 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.27474355697632 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040245029998027537 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014839940788663728 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002496735251042992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020325183868408203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1190 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.074686 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.075022 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.075022 +} +kpi_value { + floatVal: 0.999848068 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.075022 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.075022 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.075022 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.075022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99984807}, "timestamp": {"timestamp": 1680264328.075022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.075022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.075022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.075022}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06313133239746094 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.35161232948303 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004024345096490814 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014833710446580755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024970201775431633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027458667755126953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1191 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.145951 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.146574 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.146574 +} +kpi_value { + floatVal: 0.999849081 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.146574 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.146574 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.146574 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.146574}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998491}, "timestamp": {"timestamp": 1680264328.146574}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.146574}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.146574}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.146574}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0218350887298584 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.38155579566956 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0004023664823640294 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014827505532819002 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002497340028639883 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018355846405029297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1192 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.185023 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.185245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.185245 +} +kpi_value { + floatVal: 0.999850035 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.185245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.185245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.185245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.185245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985003}, "timestamp": {"timestamp": 1680264328.185245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.185245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.185245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.185245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05394911766052246 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.45308685302734 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0004021874048836117 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014821418807805446 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024970201775431633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016887187957763672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1193 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.245618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.245888 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.245888 +} +kpi_value { + floatVal: 0.999851 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.245888 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.245888 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.245888 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.245888}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999851}, "timestamp": {"timestamp": 1680264328.245888}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.245888}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.245888}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.245888}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022381067276000977 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.48146319389343 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0004020970159423205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014815243778639993 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002497340028639883 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022742748260498047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1194 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.274540 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.2750249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.2750249 +} +kpi_value { + floatVal: 0.999851942 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.2750249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.2750249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.2750249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.275025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985194}, "timestamp": {"timestamp": 1680264328.275025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.275025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.275025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.275025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06344437599182129 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.5520417690277 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00040189890379951215 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001480920185661423 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024970201775431633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014200210571289062 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1195 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.343858 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.3440809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.3440809 +} +kpi_value { + floatVal: 0.999852896 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.3440809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.3440809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.3440809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.344081}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998529}, "timestamp": {"timestamp": 1680264328.344081}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.344081}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.344081}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.344081}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02064037322998047 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.57807064056396 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040164536288020555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014803268889891006 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002496735251042992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001435995101928711 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1196 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.369520 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.3697641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.3697641 +} +kpi_value { + floatVal: 0.99985379 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.3697641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.3697641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.3697641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.369764}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998538}, "timestamp": {"timestamp": 1680264328.369764}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.369764}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.369764}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.369764}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06722664833068848 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.65022563934326 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1082.0}, {"feature": 8.0}, {"feature": 2171.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2142.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004017403224890051 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014797120552484866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024970201775431633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022432804107666016 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.443876 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.4441309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.4441309 +} +kpi_value { + floatVal: 0.999854684 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.4441309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.4441309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.4441309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.444131}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998547}, "timestamp": {"timestamp": 1680264328.444131}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.444131}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.444131}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.444131}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028640031814575195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.68598771095276 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 13.0}, {"feature": 199.0}, {"feature": 8.0}, {"feature": 796.0}, {"feature": 12.0}, {"feature": 12.0}, {"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: 0.0004016149783555966 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014791007076741768 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002497340028639883 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0045185089111328125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1198 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.483959 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.4842761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.4842761 +} +kpi_value { + floatVal: 0.999855578 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.4842761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.4842761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.4842761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.484276}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998556}, "timestamp": {"timestamp": 1680264328.484276}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.484276}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.484276}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.484276}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08722186088562012 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.78480792045593 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 829.0}, {"feature": 8.0}, {"feature": 2619.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040214506679527566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014785976118188125 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024976598797366023 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003973245620727539 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1199 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.583233 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.5838161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.5838161 +} +kpi_value { + floatVal: 0.999856472 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.5838161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.5838161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.5838161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.583816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998565}, "timestamp": {"timestamp": 1680264328.583816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.583816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.583816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.583816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06164431571960449 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.86122059822083 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1402.0}, {"feature": 9.0}, {"feature": 2491.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2142.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004021254134325621 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014779815577494792 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002497944806236774 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006084442138671875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1200 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.659242 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.6598489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.6598489 +} +kpi_value { + floatVal: 0.999857366 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.6598489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.6598489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.6598489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.659849}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985737}, "timestamp": {"timestamp": 1680264328.659849}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.659849}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.659849}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.659849}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037445068359375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.9109501838684 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1226.0}, {"feature": 5.0}, {"feature": 1623.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2142.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000402095441382338 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014773664815589125 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498229732736945 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005741596221923828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1201 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.710579 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.71078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.71078 +} +kpi_value { + floatVal: 0.999858201 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.71078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.71078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.71078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.71078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998582}, "timestamp": {"timestamp": 1680264328.71078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.71078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.71078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.71078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02557849884033203 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.94968914985657 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004020606482090791 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001476752300821891 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024983499315567315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032024383544921875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1202 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.744442 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.7452731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.7452731 +} +kpi_value { + floatVal: 0.999859095 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.7452731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.7452731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.7452731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.745273}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998591}, "timestamp": {"timestamp": 1680264328.745273}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.745273}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.745273}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.745273}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03364825248718262 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 200.9926836490631 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004020284024548755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014761388175489815 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498470130376518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00380706787109375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1203 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.787049 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.7876151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.7876151 +} +kpi_value { + floatVal: 0.999859929 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.7876151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.7876151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.7876151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.787615}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998599}, "timestamp": {"timestamp": 1680264328.787615}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.787615}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.787615}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.787615}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0514984130859375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.0519826412201 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42968:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42968", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004020459386554896 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014755258011101744 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000249862001510337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004205226898193359 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1204 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.848529 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.8496189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.8496189 +} +kpi_value { + floatVal: 0.999860764 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.8496189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.8496189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.8496189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.849619}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986076}, "timestamp": {"timestamp": 1680264328.849619}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.849619}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.849619}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.849619}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04349684715270996 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42968:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42968', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.1067295074463 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040195827895033473 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014749165590506228 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +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: 1205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.900255 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.9007311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.9007311 +} +kpi_value { + floatVal: 0.999861598 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.9007311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.9007311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.9007311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.900731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998616}, "timestamp": {"timestamp": 1680264328.900731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.900731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.900731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.900731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06286501884460449 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.17707347869873 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 13.0}, {"feature": 199.0}, {"feature": 8.0}, {"feature": 796.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0004018713094338089 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014743080321583276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038449764251708984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1206 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:28.972639 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264328.9733169 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264328.9733169 +} +kpi_value { + floatVal: 0.999862373 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264328.9733169 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264328.9733169 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264328.9733169 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.973317}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998624}, "timestamp": {"timestamp": 1680264328.973317}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.973317}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.973317}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264328.973317}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06801152229309082 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.25423383712769 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"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: 0.0004017259322308226 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014737058208960218 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002045869827270508 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1207 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.046512 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.0467141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.0467141 +} +kpi_value { + floatVal: 0.999863207 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.0467141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.0467141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.0467141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.046714}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998632}, "timestamp": {"timestamp": 1680264329.046714}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.046714}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.046714}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.046714}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054686784744262695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.31472945213318 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1226.0}, {"feature": 5.0}, {"feature": 1623.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2075.0}, {"feature": 7.0}, {"feature": 2572.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004017614314852233 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014730962333110679 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001985788345336914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1208 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.110015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.1103749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.1103749 +} +kpi_value { + floatVal: 0.999864 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.1103749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.1103749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.1103749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.110375}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999864}, "timestamp": {"timestamp": 1680264329.110375}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.110375}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.110375}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.110375}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03365373611450195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.35713648796082 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00040177102583923476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014724869241012671 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002257823944091797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1209 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.246787 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.2470441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.2470441 +} +kpi_value { + floatVal: 0.999864757 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.2470441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.2470441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.2470441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.247044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986476}, "timestamp": {"timestamp": 1680264329.247044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.247044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.247044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.247044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02970290184020996 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.4899685382843 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1402.0}, {"feature": 12.0}, {"feature": 3241.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040168526797932535 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001471881353113281 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038995742797851562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1210 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.284814 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.285887 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.285887 +} +kpi_value { + floatVal: 0.999853253 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.285887 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.285887 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.285887 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.285887}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985325}, "timestamp": {"timestamp": 1680264329.285887}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.285887}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.285887}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.285887}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04930424690246582 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.54920434951782 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 18.0}, {"feature": 14.0}, {"feature": 551.0}, {"feature": 9.0}, {"feature": 1148.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.00040157512161983783 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001471278503273995 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022203922271728516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1211 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.342601 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.34292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.34292 +} +kpi_value { + floatVal: 0.999854088 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.34292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.34292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.34292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.34292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998541}, "timestamp": {"timestamp": 1680264329.34292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.34292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.34292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.34292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03573942184448242 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.59223985671997 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1641.0}, {"feature": 9.0}, {"feature": 2827.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2600.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004015939548690788 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001470671560977075 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036530494689941406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1212 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.387931 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.38902 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.38902 +} +kpi_value { + floatVal: 0.999854922 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.38902 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.38902 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.38902 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.38902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998549}, "timestamp": {"timestamp": 1680264329.38902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.38902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.38902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.38902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04042458534240723 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.6436836719513 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1402.0}, {"feature": 9.0}, {"feature": 2491.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2142.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000401462459463015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014700723512801979 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016582012176513672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1213 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.438573 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.438946 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.438946 +} +kpi_value { + floatVal: 0.999855757 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.438946 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.438946 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.438946 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.438946}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985576}, "timestamp": {"timestamp": 1680264329.438946}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.438946}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.438946}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.438946}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028549909591674805 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.68106651306152 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040146382976265064 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014694667609476144 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038805007934570312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1214 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.476420 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.477474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.477474 +} +kpi_value { + floatVal: 0.999856591 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.477474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.477474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.477474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.477474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998566}, "timestamp": {"timestamp": 1680264329.477474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.477474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.477474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.477474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05643129348754883 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.74805998802185 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004013348175806794 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014688687957315621 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001998424530029297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1215 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.541294 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.5416059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.5416059 +} +kpi_value { + floatVal: 0.999857366 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.5416059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.5416059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.5416059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.541606}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985737}, "timestamp": {"timestamp": 1680264329.541606}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.541606}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.541606}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.541606}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03180670738220215 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.78942251205444 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040135084078716127 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014682648020801433 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035080909729003906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1216 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.584613 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.5854509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.5854509 +} +kpi_value { + floatVal: 0.999858141 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.5854509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.5854509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.5854509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.585451}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985814}, "timestamp": {"timestamp": 1680264329.585451}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.585451}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.585451}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.585451}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027066707611083984 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.8257236480713 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"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: 0.0004012657414766713 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014676644469421524 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025072303833439946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002833127975463867 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1217 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.630669 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.631506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.631506 +} +kpi_value { + floatVal: 0.999859 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.631506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.631506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.631506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.631506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999859}, "timestamp": {"timestamp": 1680264329.631506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.631506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.631506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.631506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03251934051513672 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.87750339508057 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004011514321468887 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014670672534108265 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027310848236083984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1218 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.671506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.6720049 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.6720049 +} +kpi_value { + floatVal: 0.99985975 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.6720049 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.6720049 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.6720049 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.672005}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985975}, "timestamp": {"timestamp": 1680264329.672005}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.672005}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.672005}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.672005}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043215274810791016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.92887687683105 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040115858108252957 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014664654008645565 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002978801727294922 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1219 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.724414 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.724642 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.724642 +} +kpi_value { + floatVal: 0.999860466 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.724642 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.724642 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.724642 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.724642}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986047}, "timestamp": {"timestamp": 1680264329.724642}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.724642}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.724642}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.724642}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035533905029296875 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 201.97435426712036 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004010996559909621 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014658657109570094 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028655529022216797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1220 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.768821 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.769398 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.769398 +} +kpi_value { + floatVal: 0.99986124 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.769398 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.769398 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.769398 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.769398}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986124}, "timestamp": {"timestamp": 1680264329.769398}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.769398}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.769398}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.769398}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0298764705657959 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.03547620773315 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0004010092500249423 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014652687179631755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030088424682617188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1221 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.857900 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.858706 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.858706 +} +kpi_value { + floatVal: 0.999862 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.858706 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.858706 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.858706 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.858706}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999862}, "timestamp": {"timestamp": 1680264329.858706}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.858706}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.858706}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.858706}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026830196380615234 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.0991930961609 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1402.0}, {"feature": 13.0}, {"feature": 3561.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040089735292003423 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014646742770888501 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028798580169677734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.893154 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.8936329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.8936329 +} +kpi_value { + floatVal: 0.999851286 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.8936329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.8936329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.8936329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.893633}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998513}, "timestamp": {"timestamp": 1680264329.893633}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.893633}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.893633}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.893633}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026601076126098633 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.13541769981384 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040068354151871907 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014640944289276581 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017113685607910156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1223 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.928884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.929215 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.929215 +} +kpi_value { + floatVal: 0.999852061 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.929215 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.929215 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.929215 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.929215}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985206}, "timestamp": {"timestamp": 1680264329.929215}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.929215}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.929215}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.929215}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04496192932128906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.18832731246948 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 551.0}, {"feature": 10.0}, {"feature": 1500.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.00040053279433754013 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014635057240820531 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017740726470947266 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1224 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:29.980956 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264329.9812889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264329.9812889 +} +kpi_value { + floatVal: 0.999852836 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264329.9812889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264329.9812889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264329.9812889 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.981289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985284}, "timestamp": {"timestamp": 1680264329.981289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.981289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.981289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264329.981289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024181365966796875 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.23593878746033 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42020:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42020", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00040037364675188245 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014629188486275585 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002030611038208008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1225 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.029196 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.029747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.029747 +} +kpi_value { + floatVal: 0.999853611 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.029747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.029747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.029747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.029747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998536}, "timestamp": {"timestamp": 1680264330.029747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.029747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.029747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.029747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047380685806274414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42020:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42020', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.29100108146667 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040030348065102605 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014623241663588907 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023190975189208984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1226 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.084463 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.085196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.085196 +} +kpi_value { + floatVal: 0.999854386 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.085196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.085196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.085196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.085196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998544}, "timestamp": {"timestamp": 1680264330.085196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.085196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.085196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.085196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04240894317626953 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.34060215950012 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 551.0}, {"feature": 10.0}, {"feature": 1500.0}, {"feature": 14.0}, {"feature": 14.0}, {"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: 0.00040020014528646615 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014617326288510566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028276443481445312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1227 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.134699 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.135411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.135411 +} +kpi_value { + floatVal: 0.999855161 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.135411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.135411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.135411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.135411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985516}, "timestamp": {"timestamp": 1680264330.135411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.135411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.135411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.135411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02616596221923828 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.37541913986206 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040006407107877264 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014611451141545231 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002178192138671875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1228 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.168275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.1685159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.1685159 +} +kpi_value { + floatVal: 0.999855936 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.1685159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.1685159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.1685159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.168516}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985594}, "timestamp": {"timestamp": 1680264330.168516}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.168516}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.168516}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.168516}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03090810775756836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.41297125816345 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039992151609330196 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001460559091564829 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.019647836685180664 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1229 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.223710 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.2244141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.2244141 +} +kpi_value { + floatVal: 0.999856651 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.2244141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.2244141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.2244141 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.224414}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985665}, "timestamp": {"timestamp": 1680264330.224414}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.224414}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.224414}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.224414}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028614282608032227 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.46677827835083 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039981570183791643 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014599699603023326 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019903182983398438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1230 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.259740 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.2601359 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.2601359 +} +kpi_value { + floatVal: 0.999857426 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.2601359 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.2601359 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.2601359 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.260136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998574}, "timestamp": {"timestamp": 1680264330.260136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.260136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.260136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.260136}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027827978134155273 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.5011100769043 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039970489949098416 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014593820119565165 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005051851272583008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1231 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.329962 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.33138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.33138 +} +kpi_value { + floatVal: 0.999858141 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.33138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.33138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.33138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.33138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985814}, "timestamp": {"timestamp": 1680264330.33138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.33138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.33138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.33138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04791569709777832 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.59173321723938 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003995859409439039 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001458795580767678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020215511322021484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1232 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.384728 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.385057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.385057 +} +kpi_value { + floatVal: 0.999858856 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.385057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.385057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.385057 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.385057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985886}, "timestamp": {"timestamp": 1680264330.385057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.385057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.385057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.385057}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08672165870666504 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.68512845039368 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1402.0}, {"feature": 13.0}, {"feature": 3561.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039947585665204676 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014582090166006876 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019459724426269531 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1233 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.478087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.4787741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.4787741 +} +kpi_value { + floatVal: 0.999859571 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.4787741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.4787741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.4787741 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.478774}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998596}, "timestamp": {"timestamp": 1680264330.478774}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.478774}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.478774}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.478774}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05731987953186035 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.74890756607056 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003993422100720459 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001457625604878152 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00821065902709961 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1234 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.549637 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.549916 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.549916 +} +kpi_value { + floatVal: 0.999860287 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.549916 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.549916 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.549916 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.549916}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998603}, "timestamp": {"timestamp": 1680264330.549916}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.549916}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.549916}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.549916}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024670839309692383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.7879102230072 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040110736860995473 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001458354175006318 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005429506301879883 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1235 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.594890 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.5950761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.5950761 +} +kpi_value { + floatVal: 0.999861 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.5950761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.5950761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.5950761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.595076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999861}, "timestamp": {"timestamp": 1680264330.595076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.595076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.595076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.595076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05319356918334961 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.86178302764893 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1402.0}, {"feature": 13.0}, {"feature": 3561.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000400981313321426 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014577708373963326 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019516944885253906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1236 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.657573 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.657825 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.657825 +} +kpi_value { + floatVal: 0.999861658 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.657825 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.657825 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.657825 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.657825}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986166}, "timestamp": {"timestamp": 1680264330.657825}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.657825}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.657825}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.657825}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0372471809387207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.90837335586548 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1402.0}, {"feature": 14.0}, {"feature": 3881.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040086481106417103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014571872381587978 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022444725036621094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1237 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.706921 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.707135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.707135 +} +kpi_value { + floatVal: 0.999862373 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.707135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.707135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.707135 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.707135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998624}, "timestamp": {"timestamp": 1680264330.707135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.707135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.707135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.707135}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028155088424682617 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.94884991645813 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1402.0}, {"feature": 14.0}, {"feature": 3881.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 2075.0}, {"feature": 6.0}, {"feature": 2510.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040071137016827184 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014566085917827982 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001596212387084961 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1238 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.740994 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.7411809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.7411809 +} +kpi_value { + floatVal: 0.999863 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.7411809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.7411809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.7411809 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.741181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999863}, "timestamp": {"timestamp": 1680264330.741181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.741181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.741181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.741181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022380590438842773 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 202.9768488407135 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004005741834534517 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014560286579409316 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015554428100585938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1239 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.768822 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.7690151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.7690151 +} +kpi_value { + floatVal: 0.999863744 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.7690151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.7690151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.7690151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.769015}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986374}, "timestamp": {"timestamp": 1680264330.769015}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.769015}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.769015}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.769015}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023084402084350586 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.0067241191864 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040043268898209077 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014554499528556316 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016341209411621094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1240 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.800936 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.8012919 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.8012919 +} +kpi_value { + floatVal: 0.999864399 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.8012919 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.8012919 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.8012919 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.801292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998644}, "timestamp": {"timestamp": 1680264330.801292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.801292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.801292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.801292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042838096618652344 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.05855202674866 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 5.0}, {"feature": 723.0}, {"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: 0.0004004008052450373 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014548638658203024 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028247833251953125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1241 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.852849 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.85346 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.85346 +} +kpi_value { + floatVal: 0.999865055 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.85346 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.85346 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.85346 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.85346}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986506}, "timestamp": {"timestamp": 1680264330.85346}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.85346}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.85346}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.85346}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025476694107055664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.09330010414124 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004002685469669708 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014542855173299942 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026121139526367188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1242 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.886954 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.887521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.887521 +} +kpi_value { + floatVal: 0.999865711 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.887521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.887521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.887521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.887521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998657}, "timestamp": {"timestamp": 1680264330.887521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.887521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.887521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.887521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04852724075317383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.1513135433197 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 551.0}, {"feature": 11.0}, {"feature": 1852.0}, {"feature": 14.0}, {"feature": 14.0}, {"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: 0.0004001215280296636 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001453709642878556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +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: 1243 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.945558 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.9465261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.9465261 +} +kpi_value { + floatVal: 0.999866366 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.9465261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.9465261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.9465261 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.946526}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986637}, "timestamp": {"timestamp": 1680264330.946526}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.946526}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.946526}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.946526}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026493310928344727 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.1865713596344 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040004057663723443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001453128039730967 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002897024154663086 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:30.980836 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264330.9816771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264330.9816771 +} +kpi_value { + floatVal: 0.999867 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264330.9816771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264330.9816771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264330.9816771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.981677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999867}, "timestamp": {"timestamp": 1680264330.981677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.981677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.981677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264330.981677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024497270584106445 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.21980595588684 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039985721634446555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014525587338542977 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028252601623535156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1245 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.029871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.030762 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.030762 +} +kpi_value { + floatVal: 0.999867618 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.030762 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.030762 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.030762 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.030762}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998676}, "timestamp": {"timestamp": 1680264331.030762}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.030762}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.030762}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.030762}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03668498992919922 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.2800533771515 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040002734459941103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014519881369536567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005890846252441406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1246 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.078396 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.0794539 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.0794539 +} +kpi_value { + floatVal: 0.999868274 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.0794539 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.0794539 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.0794539 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.079454}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998683}, "timestamp": {"timestamp": 1680264331.079454}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.079454}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.079454}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.079454}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06364274024963379 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.35561537742615 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 551.0}, {"feature": 11.0}, {"feature": 1852.0}, {"feature": 15.0}, {"feature": 15.0}, {"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: 0.00039994245498316434 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00145140892087039 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022771358489990234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1247 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.149254 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.149929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.149929 +} +kpi_value { + floatVal: 0.99986887 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.149929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.149929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.149929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.149929}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986887}, "timestamp": {"timestamp": 1680264331.149929}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.149929}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.149929}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.149929}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03612685203552246 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.40061235427856 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 596.0}, {"feature": 3.0}, {"feature": 596.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.00039985323429647955 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014508307313662388 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.03231191635131836 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1248 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.224319 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.2253079 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.2253079 +} +kpi_value { + floatVal: 0.999869525 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.2253079 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.2253079 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.2253079 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.225308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998695}, "timestamp": {"timestamp": 1680264331.225308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.225308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.225308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.225308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03795504570007324 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.476984500885 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 596.0}, {"feature": 3.0}, {"feature": 596.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.0003998027072851811 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001450250916608781 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002661466598510742 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1249 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.271351 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.2716119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.2716119 +} +kpi_value { + floatVal: 0.999870121 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.2716119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.2716119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.2716119 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.271612}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998701}, "timestamp": {"timestamp": 1680264331.271612}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.271612}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.271612}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.271612}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03452134132385254 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.52065706253052 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003996575499419123 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014496797771214635 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022106170654296875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1250 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.358994 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.3596351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.3596351 +} +kpi_value { + floatVal: 0.999870718 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.3596351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.3596351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.3596351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.359635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998707}, "timestamp": {"timestamp": 1680264331.359635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.359635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.359635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.359635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036038875579833984 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.6091423034668 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003996196981455437 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014491008708536058 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027441978454589844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1251 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.402904 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.4034791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.4034791 +} +kpi_value { + floatVal: 0.999861419 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.4034791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.4034791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.4034791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.403479}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998614}, "timestamp": {"timestamp": 1680264331.403479}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.403479}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.403479}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.403479}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0331568717956543 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.65025520324707 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003994841392846784 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014485299760251635 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002233743667602539 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1252 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.449164 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.449399 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.449399 +} +kpi_value { + floatVal: 0.999862 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.449399 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.449399 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.449399 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.449399}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999862}, "timestamp": {"timestamp": 1680264331.449399}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.449399}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.449399}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.449399}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05760931968688965 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.72032165527344 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039937855020434507 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014479566560361154 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001936197280883789 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1253 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.513638 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.5138731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.5138731 +} +kpi_value { + floatVal: 0.999862671 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.5138731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.5138731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.5138731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.513873}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998627}, "timestamp": {"timestamp": 1680264331.513873}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.513873}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.513873}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.513873}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0430757999420166 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.77024722099304 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003992408464170333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014473874135492884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021517276763916016 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1254 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.563103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.563309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.563309 +} +kpi_value { + floatVal: 0.999851584 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.563309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.563309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.563309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.563309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998516}, "timestamp": {"timestamp": 1680264331.563309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.563309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.563309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.563309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027425050735473633 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.8039448261261 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 5.0}, {"feature": 723.0}, {"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: 0.0003991946760301601 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001446811574071531 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021636486053466797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1255 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.597797 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.5980251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.5980251 +} +kpi_value { + floatVal: 0.9998523 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.5980251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.5980251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.5980251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.598025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998523}, "timestamp": {"timestamp": 1680264331.598025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.598025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.598025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.598025}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07536482810974121 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.88664627075195 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003991309692601193 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001446237260306932 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025117050972767174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020101070404052734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1256 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.681552 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.681747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.681747 +} +kpi_value { + floatVal: 0.999852955 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.681747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.681747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.681747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.681747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985296}, "timestamp": {"timestamp": 1680264331.681747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.681747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.681747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.681747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06544232368469238 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 203.96056056022644 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003990295961574787 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014456663366133613 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025123002706095576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018835067749023438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1257 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.753212 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.753442 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.753442 +} +kpi_value { + floatVal: 0.999853611 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.753442 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.753442 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.753442 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.753442}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998536}, "timestamp": {"timestamp": 1680264331.753442}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.753442}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.753442}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.753442}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03589344024658203 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.00269031524658 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1048.0}, {"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: 0.0003989748897816429 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014450929348410477 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025125901447609067 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020837783813476562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1258 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.795621 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.79586 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.79586 +} +kpi_value { + floatVal: 0.999854267 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.79586 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.79586 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.79586 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.79586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985427}, "timestamp": {"timestamp": 1680264331.79586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.79586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.79586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.79586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045151710510253906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.05420804023743 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003988281654943346 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014445282898872082 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025123002706095576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018787384033203125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1259 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.846769 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.84698 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.84698 +} +kpi_value { + floatVal: 0.999854922 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.84698 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.84698 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.84698 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.84698}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998549}, "timestamp": {"timestamp": 1680264331.84698}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.84698}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.84698}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.84698}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03088545799255371 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.09112167358398 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003986519804346331 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014439684831004395 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025117050972767174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001939535140991211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1260 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.883763 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.8839841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.8839841 +} +kpi_value { + floatVal: 0.999855578 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.8839841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.8839841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.8839841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.883984}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998556}, "timestamp": {"timestamp": 1680264331.883984}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.883984}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.883984}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.883984}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0512242317199707 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.14852452278137 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 551.0}, {"feature": 11.0}, {"feature": 1852.0}, {"feature": 16.0}, {"feature": 16.0}, {"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: 0.0003984898146818718 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014434072987260097 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017361640930175781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1261 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.940895 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.941133 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.941133 +} +kpi_value { + floatVal: 0.999856234 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.941133 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.941133 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.941133 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.941133}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985623}, "timestamp": {"timestamp": 1680264331.941133}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.941133}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.941133}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.941133}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032810211181640625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.190838098526 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003983931634951495 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001442839394540284 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025117050972767174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00540614128112793 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1262 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:31.991576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264331.991982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264331.991982 +} +kpi_value { + floatVal: 0.99985683 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264331.991982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264331.991982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264331.991982 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.991982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998568}, "timestamp": {"timestamp": 1680264331.991982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.991982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.991982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264331.991982}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07646703720092773 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.28258562088013 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003983525648069371 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001442268807225406 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025123002706095576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0049817562103271484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.088189 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.089258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.089258 +} +kpi_value { + floatVal: 0.999857485 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.089258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.089258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.089258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.089258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998575}, "timestamp": {"timestamp": 1680264332.089258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.089258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.089258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.089258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038285017013549805 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.3400001525879 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039822689345610457 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014417050944569047 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025117050972767174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016338825225830078 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1264 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.133280 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.133491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.133491 +} +kpi_value { + floatVal: 0.999858141 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.133491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.133491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.133491 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.133491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985814}, "timestamp": {"timestamp": 1680264332.133491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.133491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.133491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.133491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029752492904663086 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.37649011611938 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003980714484971944 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014411457344235892 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015881061553955078 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1265 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.170693 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.17088 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.17088 +} +kpi_value { + floatVal: 0.999858737 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.17088 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.17088 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.17088 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.17088}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985874}, "timestamp": {"timestamp": 1680264332.17088}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.17088}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.17088}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.17088}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05971837043762207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.4439332485199 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039795982889760445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014405819193163568 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025117050972767174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018079280853271484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.236436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.236711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.236711 +} +kpi_value { + floatVal: 0.999859333 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.236711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.236711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.236711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.236711}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985933}, "timestamp": {"timestamp": 1680264332.236711}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.236711}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.236711}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.236711}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024112939834594727 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.47398209571838 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1048.0}, {"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: 0.00039781059700614923 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014400230954116566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014934539794921875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1267 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.265717 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.265909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.265909 +} +kpi_value { + floatVal: 0.999859929 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.265909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.265909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.265909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.265909}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998599}, "timestamp": {"timestamp": 1680264332.265909}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.265909}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.265909}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.265909}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03626227378845215 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.51556134223938 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039767674720377516 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014394630356184509 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025105499662458897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016715526580810547 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1268 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.308497 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.3087051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.3087051 +} +kpi_value { + floatVal: 0.999860585 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.3087051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.3087051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.3087051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.308705}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998606}, "timestamp": {"timestamp": 1680264332.308705}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.308705}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.308705}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.308705}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02785634994506836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.5498468875885 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42020:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42020", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003975441516890764 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014389035062176575 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016264915466308594 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1269 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.344451 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.3446791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.3446791 +} +kpi_value { + floatVal: 0.999861181 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.3446791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.3446791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.3446791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.344679}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998612}, "timestamp": {"timestamp": 1680264332.344679}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.344679}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.344679}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.344679}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02071237564086914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42020:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42020', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.57861852645874 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42020:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42020", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.000397339764172138 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014383553251622425 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017042160034179688 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1270 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.370644 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.37086 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.37086 +} +kpi_value { + floatVal: 0.999861777 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.37086 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.37086 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.37086 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.37086}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998618}, "timestamp": {"timestamp": 1680264332.37086}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.37086}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.37086}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.37086}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023541688919067383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42020:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42020', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.60765933990479 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003972229712483723 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001437795402092856 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017426013946533203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1271 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.425201 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.425395 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.425395 +} +kpi_value { + floatVal: 0.999862313 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.425395 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.425395 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.425395 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.425395}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998623}, "timestamp": {"timestamp": 1680264332.425395}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.425395}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.425395}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.425395}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036104440689086914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.6749038696289 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 925.0}, {"feature": 5.0}, {"feature": 992.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.000397154637116356 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014372321845562094 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019335746765136719 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1272 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.476927 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.4771581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.4771581 +} +kpi_value { + floatVal: 0.999862909 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.4771581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.4771581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.4771581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.477158}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998629}, "timestamp": {"timestamp": 1680264332.477158}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.477158}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.477158}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.477158}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07289385795593262 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.76344537734985 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 925.0}, {"feature": 5.0}, {"feature": 992.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.0003970796067230345 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001436670059841342 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021529197692871094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1273 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.556250 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.5564711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.5564711 +} +kpi_value { + floatVal: 0.999863505 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.5564711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.5564711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.5564711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.556471}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998635}, "timestamp": {"timestamp": 1680264332.556471}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.556471}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.556471}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.556471}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031467437744140625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.8012592792511 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 463.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003969346627620819 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001436115418209754 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00185394287109375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1274 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.593867 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.5940709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.5940709 +} +kpi_value { + floatVal: 0.999864101 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.5940709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.5940709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.5940709 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.594071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998641}, "timestamp": {"timestamp": 1680264332.594071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.594071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.594071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.594071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044403076171875 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.8517768383026 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 463.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039687999478523053 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014355534513520547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002330303192138672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.645084 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.645505 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.645505 +} +kpi_value { + floatVal: 0.999864638 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.645505 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.645505 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.645505 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.645505}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986464}, "timestamp": {"timestamp": 1680264332.645505}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.645505}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.645505}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.645505}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03905773162841797 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.89769840240479 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.0003967624023369861 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014349969632722107 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018181800842285156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.690216 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.690443 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.690443 +} +kpi_value { + floatVal: 0.999865234 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.690443 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.690443 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.690443 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.690443}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986523}, "timestamp": {"timestamp": 1680264332.690443}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.690443}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.690443}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.690443}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03681373596191406 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 204.94052505493164 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"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: 0.0003966208373779138 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014344439042138103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019192695617675781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1277 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.733084 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.733288 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.733288 +} +kpi_value { + floatVal: 0.99986577 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.733288 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.733288 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.733288 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.733288}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998658}, "timestamp": {"timestamp": 1680264332.733288}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.733288}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.733288}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.733288}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06716036796569824 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.01380014419556 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 530.0}, {"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: 0.00039649887665587366 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014338892113341497 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001806497573852539 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1278 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.808549 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.808754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.808754 +} +kpi_value { + floatVal: 0.999866307 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.808754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.808754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.808754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.808754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998663}, "timestamp": {"timestamp": 1680264332.808754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.808754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.808754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.808754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05574965476989746 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.07779455184937 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 530.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003963926422210924 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014333335821745976 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016868114471435547 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1279 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.870007 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.870302 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.870302 +} +kpi_value { + floatVal: 0.999866843 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.870302 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.870302 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.870302 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.870302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986684}, "timestamp": {"timestamp": 1680264332.870302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.870302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.870302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.870302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05250382423400879 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.13608765602112 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"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: 0.00039626338543712335 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014327810339222675 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016629695892333984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1280 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.928106 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.928324 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.928324 +} +kpi_value { + floatVal: 0.999867439 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.928324 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.928324 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.928324 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.928324}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986744}, "timestamp": {"timestamp": 1680264332.928324}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.928324}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.928324}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.928324}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028193235397338867 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.16974592208862 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"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: 0.0003961586466300462 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014322265836784194 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016446113586425781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1281 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.964067 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.9642749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.9642749 +} +kpi_value { + floatVal: 0.999868 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.9642749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.9642749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.9642749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.964275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999868}, "timestamp": {"timestamp": 1680264332.964275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.964275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.964275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.964275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0259854793548584 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.20374059677124 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039600891601613924 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001431677913893662 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015208721160888672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:32.996923 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264332.9971149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264332.9971149 +} +kpi_value { + floatVal: 0.999868512 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264332.9971149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264332.9971149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264332.9971149 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.997115}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998685}, "timestamp": {"timestamp": 1680264332.997115}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.997115}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.997115}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264332.997115}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07510161399841309 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.28555059432983 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039592657157670725 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014311229006606443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023567676544189453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1283 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.083693 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.083967 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.083967 +} +kpi_value { + floatVal: 0.999869049 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.083967 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.083967 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.083967 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.083967}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986905}, "timestamp": {"timestamp": 1680264333.083967}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.083967}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.083967}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.083967}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03866100311279297 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.33598041534424 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039580391304323744 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014305722478385379 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001615762710571289 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1284 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.134004 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.134418 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.134418 +} +kpi_value { + floatVal: 0.999869585 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.134418 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.134418 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.134418 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.134418}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998696}, "timestamp": {"timestamp": 1680264333.134418}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.134418}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.134418}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.134418}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048679351806640625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.39789485931396 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039568431856625274 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014300219177926401 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025072303833439946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019690990447998047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1285 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.191172 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.1913841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.1913841 +} +kpi_value { + floatVal: 0.999870062 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.1913841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.1913841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.1913841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.191384}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987006}, "timestamp": {"timestamp": 1680264333.191384}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.191384}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.191384}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.191384}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03911185264587402 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.4462685585022 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003955462118006032 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014294743864883498 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005390644073486328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.242446 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.2429011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.2429011 +} +kpi_value { + floatVal: 0.999870598 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.2429011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.2429011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.2429011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.242901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998706}, "timestamp": {"timestamp": 1680264333.242901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.242901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.242901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.242901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030188322067260742 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.48606395721436 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003953996451738744 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014289285937781307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019371509552001953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1287 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.278811 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.279001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.279001 +} +kpi_value { + floatVal: 0.999871135 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.279001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.279001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.279001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.279001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987113}, "timestamp": {"timestamp": 1680264333.279001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.279001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.279001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.279001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023572206497192383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.51588559150696 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 597.0}, {"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: 0.00039522192962988286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014283880061392827 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001974821090698242 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1288 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.324119 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.324333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.324333 +} +kpi_value { + floatVal: 0.999871612 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.324333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.324333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.324333 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.324333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998716}, "timestamp": {"timestamp": 1680264333.324333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.324333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.324333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.324333}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02818131446838379 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.565899848938 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003950720041689714 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014278439684847117 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017080307006835938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1289 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.358326 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.358645 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.358645 +} +kpi_value { + floatVal: 0.999872148 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.358645 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.358645 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.358645 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.358645}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987215}, "timestamp": {"timestamp": 1680264333.358645}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.358645}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.358645}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.358645}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022244691848754883 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.59410285949707 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 993.0}, {"feature": 4.0}, {"feature": 993.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.00039493145530343114 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001427299353275263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.03779435157775879 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1290 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.422650 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.42289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.42289 +} +kpi_value { + floatVal: 0.999872625 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.42289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.42289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.42289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.42289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998726}, "timestamp": {"timestamp": 1680264333.42289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.42289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.42289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.42289}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02490830421447754 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.66108512878418 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 597.0}, {"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: 0.00039483627136169096 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014267505537103671 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018901824951171875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1291 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.453429 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.4536819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.4536819 +} +kpi_value { + floatVal: 0.999873161 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.4536819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.4536819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.4536819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.453682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987316}, "timestamp": {"timestamp": 1680264333.453682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.453682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.453682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.453682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025167465209960938 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.6921534538269 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.00039468124406498743 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014262091763305098 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015969276428222656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1292 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.483955 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.4842379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.4842379 +} +kpi_value { + floatVal: 0.999873638 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.4842379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.4842379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.4842379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.484238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987364}, "timestamp": {"timestamp": 1680264333.484238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.484238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.484238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.484238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06568455696105957 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.76312112808228 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 993.0}, {"feature": 4.0}, {"feature": 993.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.00039465403659139564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014256578934096686 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022749900817871094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1293 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.555950 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.556319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.556319 +} +kpi_value { + floatVal: 0.999874115 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.556319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.556319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.556319 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.556319}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998741}, "timestamp": {"timestamp": 1680264333.556319}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.556319}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.556319}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.556319}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029363393783569336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.79893493652344 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003945347305115203 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014251133717081339 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018739700317382812 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1294 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.591889 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.5920739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.5920739 +} +kpi_value { + floatVal: 0.999874592 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.5920739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.5920739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.5920739 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.592074}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998746}, "timestamp": {"timestamp": 1680264333.592074}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.592074}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.592074}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.592074}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054781436920166016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.86014032363892 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.00039443067817959547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014245679459070505 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020024776458740234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1295 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.657815 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.657999 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.657999 +} +kpi_value { + floatVal: 0.999875069 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.657999 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.657999 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.657999 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.657999}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987507}, "timestamp": {"timestamp": 1680264333.657999}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.657999}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.657999}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.657999}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023972511291503906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.8953149318695 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039426857889608344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014240301857239943 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015308856964111328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1296 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.687633 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.7221689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.7221689 +} +kpi_value { + floatVal: 0.999875605 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.7221689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.7221689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.7221689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.722169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998756}, "timestamp": {"timestamp": 1680264333.722169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.722169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.722169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.722169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07167816162109375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 205.97285985946655 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42026:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42026", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003941920094508692 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001423483778004244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002674579620361328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1297 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.766873 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.767307 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.767307 +} +kpi_value { + floatVal: 0.999876082 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.767307 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.767307 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.767307 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.767307}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998761}, "timestamp": {"timestamp": 1680264333.767307}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.767307}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.767307}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.767307}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03252291679382324 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42026:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42026', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.01291584968567 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039404934381230956 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014229446110254086 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.01844334602355957 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1298 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.823008 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.823427 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.823427 +} +kpi_value { + floatVal: 0.999876499 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.823427 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.823427 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.823427 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998765}, "timestamp": {"timestamp": 1680264333.823427}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026500940322875977 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.0630304813385 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"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: 0.00039403026119115445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014223969640227072 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00434112548828125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1299 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.858696 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.860275 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.860275 +} +kpi_value { + floatVal: 0.999877 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.860275 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.860275 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.860275 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999877}, "timestamp": {"timestamp": 1680264333.860275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031150341033935547 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.1044943332672 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"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: 0.0003939529979386582 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014218525099311543 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003389596939086914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1300 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.902959 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.903899 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.903899 +} +kpi_value { + floatVal: 0.999877453 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.903899 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.903899 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.903899 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987745}, "timestamp": {"timestamp": 1680264333.903899}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044199466705322266 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.16158604621887 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1226.0}, {"feature": 6.0}, {"feature": 1723.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039392999253650237 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014213062009179195 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026216506958007812 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1301 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.955372 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.955996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.955996 +} +kpi_value { + floatVal: 0.99987793 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.955996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.955996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.955996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998779}, "timestamp": {"timestamp": 1680264333.955996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0329127311706543 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.2017958164215 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"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: 0.00039380977901997766 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014207668961181833 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016050338745117188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1302 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.996768 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264333.996985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264333.996985 +} +kpi_value { + floatVal: 0.999878407 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264333.996985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264333.996985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264333.996985 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998784}, "timestamp": {"timestamp": 1680264333.996985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036951303482055664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.24979662895203 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"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: 0.00039371796108136155 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014202254651770412 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001791238784790039 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1303 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.042650 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.0428381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.0428381 +} +kpi_value { + floatVal: 0.999878824 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.0428381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.0428381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.0428381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998788}, "timestamp": {"timestamp": 1680264334.042838}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024813175201416016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.280930519104 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"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: 0.00039355439054308334 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014196930738787938 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002875089645385742 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1304 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.075884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.076596 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.076596 +} +kpi_value { + floatVal: 0.999879301 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.076596 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.076596 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.076596 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998793}, "timestamp": {"timestamp": 1680264334.076596}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0688016414642334 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.36044001579285 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"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: 0.0003934402239573156 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014191550141342032 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016679763793945312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1305 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.156389 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.156635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.156635 +} +kpi_value { + floatVal: 0.999879718 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.156635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.156635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.156635 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998797}, "timestamp": {"timestamp": 1680264334.156635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05829453468322754 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.42818760871887 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003933989719037041 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014186123715972266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032699108123779297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1306 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.332703 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.3331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.3331 +} +kpi_value { + floatVal: 0.999880195 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.3331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.3331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.3331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998802}, "timestamp": {"timestamp": 1680264334.3331}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041001081466674805 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.58968257904053 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039323050446463456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014180826389254067 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001615762710571289 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.382782 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.383116 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.383116 +} +kpi_value { + floatVal: 0.999872744 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.383116 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.383116 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.383116 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987274}, "timestamp": {"timestamp": 1680264334.383116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054819345474243164 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.6515998840332 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039310578922762475 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014175476252349375 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019185543060302734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1308 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.444803 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.445014 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.445014 +} +kpi_value { + floatVal: 0.999863863 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.445014 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.445014 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.445014 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.445014}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986386}, "timestamp": {"timestamp": 1680264334.445014}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.445014}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.445014}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.445014}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04109907150268555 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.69945192337036 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003929882744953998 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014170124334140768 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023224353790283203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1309 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.492479 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.4929011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.4929011 +} +kpi_value { + floatVal: 0.999855518 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.4929011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.4929011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.4929011 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.492901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998555}, "timestamp": {"timestamp": 1680264334.492901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.492901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.492901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.492901}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03549551963806152 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.7414846420288 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.000392862421616855 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014164788043027846 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000249862001510337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018084049224853516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1310 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.533651 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.5338621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.5338621 +} +kpi_value { + floatVal: 0.999856055 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.5338621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.5338621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.5338621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.533862}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985605}, "timestamp": {"timestamp": 1680264334.533862}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.533862}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.533862}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.533862}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023358583450317383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.77055764198303 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039272763180986197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014159468773265673 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498470130376518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002416849136352539 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1311 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.563764 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.564106 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.564106 +} +kpi_value { + floatVal: 0.999856591 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.564106 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.564106 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.564106 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.564106}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998566}, "timestamp": {"timestamp": 1680264334.564106}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.564106}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.564106}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.564106}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06891131401062012 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.84643149375916 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039258920754413915 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014154160344605731 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024983499315567315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017580986022949219 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1312 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.638734 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.6389771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.6389771 +} +kpi_value { + floatVal: 0.999857128 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.6389771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.6389771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.6389771 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.638977}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998571}, "timestamp": {"timestamp": 1680264334.638977}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.638977}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.638977}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.638977}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024079322814941406 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.87624859809875 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039250772678337974 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001414880009204969 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498470130376518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023174285888671875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1313 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.669004 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.669332 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.669332 +} +kpi_value { + floatVal: 0.999857605 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.669332 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.669332 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.669332 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.669332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998576}, "timestamp": {"timestamp": 1680264334.669332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.669332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.669332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.669332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07556796073913574 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.9585099220276 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039240398348197114 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014143465158636174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000249862001510337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002118825912475586 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1314 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.751508 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.75178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.75178 +} +kpi_value { + floatVal: 0.999858141 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.75178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.75178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.75178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.75178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985814}, "timestamp": {"timestamp": 1680264334.75178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.75178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.75178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.75178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04552745819091797 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.0104627609253 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039230613560263533 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014138130883940094 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021538734436035156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.803396 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.803654 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.803654 +} +kpi_value { + floatVal: 0.999858677 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.803654 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.803654 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.803654 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.803654}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998587}, "timestamp": {"timestamp": 1680264334.803654}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.803654}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.803654}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.803654}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027663707733154297 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.04455971717834 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039223967576335755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014132778781660003 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029609203338623047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1316 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.838495 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.8388281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.8388281 +} +kpi_value { + floatVal: 0.999859154 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.8388281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.8388281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.8388281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.838828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985915}, "timestamp": {"timestamp": 1680264334.838828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.838828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.838828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.838828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030486106872558594 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.08269810676575 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42026:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42026", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039226448012412657 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001412741510872718 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003202676773071289 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1317 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.876878 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.877239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.877239 +} +kpi_value { + floatVal: 0.999859631 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.877239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.877239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.877239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.877239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985963}, "timestamp": {"timestamp": 1680264334.877239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.877239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.877239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.877239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05535554885864258 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42026:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42026', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.14596486091614 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42026:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42026", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003921967696229615 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014122076055959948 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022211074829101562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1318 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.938753 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.93898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.93898 +} +kpi_value { + floatVal: 0.999860168 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.93898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.93898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.93898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.93898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986017}, "timestamp": {"timestamp": 1680264334.93898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.93898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.93898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.93898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023802757263183594 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42026:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42026', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.17598938941956 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039211308063411064 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001411675440961353 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001980304718017578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1319 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.984959 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264334.985178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264334.985178 +} +kpi_value { + floatVal: 0.999860644 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264334.985178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264334.985178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264334.985178 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.985178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986064}, "timestamp": {"timestamp": 1680264334.985178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.985178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.985178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.985178}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06066703796386719 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.2592053413391 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"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: 0.00039210860784144396 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014111406234531712 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002055644989013672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1320 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.051859 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.052604 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.052604 +} +kpi_value { + floatVal: 0.999861121 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.052604 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.052604 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.052604 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.052604}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998611}, "timestamp": {"timestamp": 1680264335.052604}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.052604}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.052604}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.052604}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026663780212402344 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.29196739196777 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"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: 0.00039212842948486596 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014106065878347826 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025072303833439946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017366409301757812 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.083792 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.083992 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.083992 +} +kpi_value { + floatVal: 0.999861598 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.083992 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.083992 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.083992 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.083992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998616}, "timestamp": {"timestamp": 1680264335.083992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.083992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.083992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.083992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023082256317138672 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.32033944129944 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003919655728980239 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014100853979662053 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015223026275634766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1322 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.112143 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.1123321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.1123321 +} +kpi_value { + floatVal: 0.999862134 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.1123321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.1123321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.1123321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.112332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986213}, "timestamp": {"timestamp": 1680264335.112332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.112332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.112332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.112332}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028682470321655273 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.3542881011963 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 1599.0}, {"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: 0.00039181365863471455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014095632073366996 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015268325805664062 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1323 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.146564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.146807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.146807 +} +kpi_value { + floatVal: 0.999862611 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.146807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.146807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.146807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.146807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998626}, "timestamp": {"timestamp": 1680264335.146807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.146807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.146807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.146807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032257795333862305 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.39225673675537 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039162964301058613 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014090466914387322 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001512289047241211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1324 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.184931 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.1851189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.1851189 +} +kpi_value { + floatVal: 0.999863088 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.1851189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.1851189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.1851189 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.185119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998631}, "timestamp": {"timestamp": 1680264335.185119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.185119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.185119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.185119}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05498480796813965 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.45346879959106 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000391450054583333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001408530033658855 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014145374298095703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1325 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.244899 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.245091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.245091 +} +kpi_value { + floatVal: 0.999863565 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.245091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.245091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.245091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.245091}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986356}, "timestamp": {"timestamp": 1680264335.245091}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.245091}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.245091}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.245091}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03413271903991699 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.49251437187195 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003912643192607775 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001408015045490834 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017368793487548828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1326 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.284429 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.2846839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.2846839 +} +kpi_value { + floatVal: 0.999864 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.2846839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.2846839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.2846839 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.284684}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999864}, "timestamp": {"timestamp": 1680264335.284684}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.284684}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.284684}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.284684}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03961515426635742 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.53860569000244 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039106600177625213 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014075029461827228 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001461029052734375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.330811 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.3310561 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.3310561 +} +kpi_value { + floatVal: 0.999864459 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.3310561 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.3310561 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.3310561 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.331056}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986446}, "timestamp": {"timestamp": 1680264335.331056}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.331056}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.331056}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.331056}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02420330047607422 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.56841564178467 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039096053266134785 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014069781587639565 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030243396759033203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1328 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.362680 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.3634031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.3634031 +} +kpi_value { + floatVal: 0.999864936 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.3634031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.3634031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.3634031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.363403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986494}, "timestamp": {"timestamp": 1680264335.363403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.363403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.363403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.363403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03083014488220215 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.60867619514465 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 551.0}, {"feature": 4.0}, {"feature": 683.0}, {"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: 0.0003908503230992618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014064544563157952 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017893314361572266 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1329 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.424974 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.4251909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.4251909 +} +kpi_value { + floatVal: 0.999865413 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.4251909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.4251909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.4251909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.425191}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998654}, "timestamp": {"timestamp": 1680264335.425191}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.425191}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.425191}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.425191}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02342677116394043 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.66190719604492 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 551.0}, {"feature": 4.0}, {"feature": 683.0}, {"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: 0.00039072600027014105 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014059329198336725 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000249862001510337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002683401107788086 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1330 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.457650 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.4584529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.4584529 +} +kpi_value { + floatVal: 0.99986589 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.4584529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.4584529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.4584529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.458453}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998659}, "timestamp": {"timestamp": 1680264335.458453}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.458453}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.458453}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.458453}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04132413864135742 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.71250319480896 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003906245397002899 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014054095424436974 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002498769899830222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018455982208251953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1331 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.524791 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.5250211 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.5250211 +} +kpi_value { + floatVal: 0.999866307 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.5250211 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.5250211 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.5250211 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.525021}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998663}, "timestamp": {"timestamp": 1680264335.525021}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.525021}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.525021}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.525021}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03289985656738281 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.7712366580963 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.000390695014516837 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014048842400062181 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004975318908691406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1332 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.604739 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.6060159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.6060159 +} +kpi_value { + floatVal: 0.999866784 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.6060159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.6060159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.6060159 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.606016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998668}, "timestamp": {"timestamp": 1680264335.606016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.606016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.606016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.606016}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035719871520996094 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.85498714447021 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003906567774441258 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014043578711791925 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001870870590209961 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.647727 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.6479571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.6479571 +} +kpi_value { + floatVal: 0.999860048 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.6479571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.6479571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.6479571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.647957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99986005}, "timestamp": {"timestamp": 1680264335.647957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.647957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.647957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.647957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032549381256103516 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.89376401901245 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003905495399810971 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014038368612893808 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031189918518066406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1334 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.687996 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.6888449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.6888449 +} +kpi_value { + floatVal: 0.999851942 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.6888449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.6888449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.6888449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.688845}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99985194}, "timestamp": {"timestamp": 1680264335.688845}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.688845}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.688845}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.688845}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04582357406616211 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.94817876815796 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039051237406230037 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014033116377360775 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019297599792480469 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1335 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.745577 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.7458041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.7458041 +} +kpi_value { + floatVal: 0.999844432 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.7458041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.7458041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.7458041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.745804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99984443}, "timestamp": {"timestamp": 1680264335.745804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.745804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.745804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.745804}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04045987129211426 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 207.9996018409729 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003905081207857713 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014027863565493357 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037136077880859375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.798279 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.7991509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.7991509 +} +kpi_value { + floatVal: 0.999844909 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.7991509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.7991509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.7991509 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.799151}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998449}, "timestamp": {"timestamp": 1680264335.799151}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.799151}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.799151}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.799151}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051809072494506836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.0644543170929 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003905466031272691 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014022623616484478 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034062862396240234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.860316 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.860878 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.860878 +} +kpi_value { + floatVal: 0.999845445 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.860878 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.860878 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.860878 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.860878}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99984545}, "timestamp": {"timestamp": 1680264335.860878}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.860878}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.860878}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.860878}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027947187423706055 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.10235905647278 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039064966546585963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014017433149989987 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025065202498808503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004225015640258789 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1338 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.938253 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.9392409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.9392409 +} +kpi_value { + floatVal: 0.999845922 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.9392409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.9392409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.9392409 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.939241}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998459}, "timestamp": {"timestamp": 1680264335.939241}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.939241}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.939241}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.939241}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044771671295166016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.1976237297058 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003906056963312812 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014012207110951362 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025072303833439946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00388336181640625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1339 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:35.995613 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264335.996644 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264335.996644 +} +kpi_value { + floatVal: 0.999839425 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264335.996644 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264335.996644 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264335.996644 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.996644}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998394}, "timestamp": {"timestamp": 1680264335.996644}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.996644}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.996644}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264335.996644}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06634116172790527 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.27566266059875 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039053674880241447 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001400700042146825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025200843811035156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1340 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.069170 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.069366 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.069366 +} +kpi_value { + floatVal: 0.999831557 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.069366 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.069366 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.069366 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.069366}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983156}, "timestamp": {"timestamp": 1680264336.069366}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.069366}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.069366}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.069366}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07041811943054199 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.3536446094513 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003903827117009423 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014001890390055196 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025072303833439946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001703023910522461 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1341 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.146947 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.1471529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.1471529 +} +kpi_value { + floatVal: 0.999824226 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.1471529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.1471529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.1471529 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.147153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998242}, "timestamp": {"timestamp": 1680264336.147153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.147153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.147153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.147153}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022524118423461914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.38349676132202 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 916.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039030382444911346 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013996702429890976 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025892257690429688 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1342 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.224949 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.2255039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.2255039 +} +kpi_value { + floatVal: 0.999824822 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.2255039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.2255039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.2255039 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.225504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998248}, "timestamp": {"timestamp": 1680264336.225504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.225504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.225504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.225504}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05087471008300781 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.49005794525146 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003902621060413567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013991498822405917 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004890918731689453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1343 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.287254 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.2884941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.2884941 +} +kpi_value { + floatVal: 0.999825358 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.2884941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.2884941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.2884941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.288494}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982536}, "timestamp": {"timestamp": 1680264336.288494}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.288494}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.288494}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.288494}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05569624900817871 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.55783486366272 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039014949063476665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013986353572021885 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026874542236328125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.351862 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.3524981 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.3524981 +} +kpi_value { + floatVal: 0.999825954 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.3524981 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.3524981 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.3524981 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.352498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982595}, "timestamp": {"timestamp": 1680264336.352498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.352498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.352498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.352498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02931356430053711 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.59527158737183 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 916.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003900343676004213 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013981216918801027 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025072303833439946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003244161605834961 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1345 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.391073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.392112 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.392112 +} +kpi_value { + floatVal: 0.999826491 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.392112 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.392112 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.392112 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.392112}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998265}, "timestamp": {"timestamp": 1680264336.392112}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.392112}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.392112}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.392112}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06069183349609375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.66629457473755 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1169.0}, {"feature": 6.0}, {"feature": 1236.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039009173953543134 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001397603817507962 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025084600201807916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039997100830078125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1346 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.462623 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.46356 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.46356 +} +kpi_value { + floatVal: 0.999827087 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.46356 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.46356 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.46356 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.46356}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998271}, "timestamp": {"timestamp": 1680264336.46356}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.46356}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.46356}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.46356}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06562304496765137 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.7417984008789 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1169.0}, {"feature": 6.0}, {"feature": 1236.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003900251035151952 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013970870762867761 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025096896570175886 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021309852600097656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1347 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.538391 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.5386219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.5386219 +} +kpi_value { + floatVal: 0.999827623 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.5386219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.5386219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.5386219 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.538622}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998276}, "timestamp": {"timestamp": 1680264336.538622}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.538622}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.538622}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.538622}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02518296241760254 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.7770369052887 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1169.0}, {"feature": 6.0}, {"feature": 1236.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003899832540526793 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013965696173793493 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025098398327827454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035414695739746094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1348 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.575013 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.5753081 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.5753081 +} +kpi_value { + floatVal: 0.99982816 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.5753081 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.5753081 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.5753081 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.575308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99982816}, "timestamp": {"timestamp": 1680264336.575308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.575308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.575308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.575308}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06631135940551758 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.8549280166626 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1169.0}, {"feature": 6.0}, {"feature": 1236.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038988617233472227 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013960564401993693 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002509990008547902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001753091812133789 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1349 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.649344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.6495781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.6495781 +} +kpi_value { + floatVal: 0.999828696 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.6495781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.6495781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.6495781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.649578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998287}, "timestamp": {"timestamp": 1680264336.649578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.649578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.649578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.649578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030484437942504883 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.89437675476074 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1402.0}, {"feature": 9.0}, {"feature": 2491.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 2098.0}, {"feature": 7.0}, {"feature": 2165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039120663962050994 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013963817752151986 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002510010090190917 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004374027252197266 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1350 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.690406 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.6909759 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.6909759 +} +kpi_value { + floatVal: 0.999829292 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.6909759 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.6909759 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.6909759 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.690976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998293}, "timestamp": {"timestamp": 1680264336.690976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.690976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.690976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.690976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04666018486022949 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 208.9505217075348 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1259.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003911949049003786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001395864950513558 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025100301718339324 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028619766235351562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1351 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.751130 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.7514091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.7514091 +} +kpi_value { + floatVal: 0.999829829 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.7514091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.7514091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.7514091 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.751409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998298}, "timestamp": {"timestamp": 1680264336.751409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.751409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.751409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.751409}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04703402519226074 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.01187348365784 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1259.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003912041890097385 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013953486745055025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002510570047888905 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021827220916748047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1352 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:36.807105 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264336.8073471 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264336.8073471 +} +kpi_value { + floatVal: 0.999830365 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264336.8073471 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264336.8073471 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264336.8073471 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.807347}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99983037}, "timestamp": {"timestamp": 1680264336.807347}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.807347}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.807347}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264336.807347}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04020833969116211 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.06124830245972 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003911557845948216 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013948340647932786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029070377349853516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1353 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.137173 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.137677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.137677 +} +kpi_value { + floatVal: 0.999830902 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.137677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.137677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.137677 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.137677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998309}, "timestamp": {"timestamp": 1680264337.137677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.137677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.137677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.137677}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031285762786865234 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.38257479667664 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039104814735754355 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013943245118170277 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002510570047888905 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016820430755615234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1354 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.175065 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.1752939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.1752939 +} +kpi_value { + floatVal: 0.999824703 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.1752939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.1752939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.1752939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.175294}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998247}, "timestamp": {"timestamp": 1680264337.175294}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.175294}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.175294}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.175294}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029845476150512695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.41835927963257 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039103263580992926 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013938100228317383 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002511109923943877 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00454401969909668 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1355 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.231316 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.2322249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.2322249 +} +kpi_value { + floatVal: 0.999817252 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.2322249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.2322249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.2322249 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.232225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981725}, "timestamp": {"timestamp": 1680264337.232225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.232225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.232225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.232225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.2874479293823242 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.73229384422302 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003910116832614066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013932961997660267 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025117050972767174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022857189178466797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1356 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.537606 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.537823 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.537823 +} +kpi_value { + floatVal: 0.999817848 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.537823 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.537823 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.537823 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.537823}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981785}, "timestamp": {"timestamp": 1680264337.537823}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.537823}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.537823}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.537823}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07799458503723145 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.82913303375244 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"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: 0.0003909676945452594 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001392783673412432 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025123002706095576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002261638641357422 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1357 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.635165 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.6354909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.6354909 +} +kpi_value { + floatVal: 0.999810934 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.6354909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.6354909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.6354909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.635491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981093}, "timestamp": {"timestamp": 1680264337.635491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.635491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.635491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.635491}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03801727294921875 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.88672423362732 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"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: 0.0003908960401496832 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001392273274162855 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025125901447609067 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002213716506958008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1358 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.687190 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.6874831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.6874831 +} +kpi_value { + floatVal: 0.99981153 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.6874831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.6874831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.6874831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.687483}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981153}, "timestamp": {"timestamp": 1680264337.687483}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.687483}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.687483}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.687483}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061141014099121094 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 209.9618821144104 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 993.0}, {"feature": 4.0}, {"feature": 993.0}, {"feature": 11.0}, {"feature": 11.0}, {"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: 0.00039094055886637364 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013917619049934136 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002512880018912256 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0062770843505859375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1359 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.762651 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.762918 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.762918 +} +kpi_value { + floatVal: 0.999812067 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.762918 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.762918 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.762918 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.762918}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981207}, "timestamp": {"timestamp": 1680264337.762918}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.762918}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.762918}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.762918}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04537177085876465 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.02151560783386 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 993.0}, {"feature": 4.0}, {"feature": 993.0}, {"feature": 11.0}, {"feature": 11.0}, {"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: 0.0003908980782879927 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013912510151131228 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025134297902695835 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002213001251220703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1360 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.814643 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.8148611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.8148611 +} +kpi_value { + floatVal: 0.999812663 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.8148611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.8148611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.8148611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.814861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981266}, "timestamp": {"timestamp": 1680264337.814861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.814861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.814861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.814861}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046057939529418945 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.07431364059448 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42028:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42028", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000390849896721353 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013907409427432616 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002513979561626911 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030994415283203125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1361 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.868199 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.8685191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.8685191 +} +kpi_value { + floatVal: 0.999813259 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.8685191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.8685191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.8685191 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.868519}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981326}, "timestamp": {"timestamp": 1680264337.868519}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.868519}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.868519}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.868519}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035475969314575195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42028:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42028', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.1171636581421 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 903.0}, {"feature": 5.0}, {"feature": 1035.0}, {"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: 0.00039080642174865103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013902312231549312 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025148800341412425 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.018667936325073242 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1362 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:37.927269 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264337.927474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264337.927474 +} +kpi_value { + floatVal: 0.999813795 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264337.927474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264337.927474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264337.927474 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.927474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998138}, "timestamp": {"timestamp": 1680264337.927474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.927474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.927474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264337.927474}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08106136322021484 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.22313857078552 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 903.0}, {"feature": 5.0}, {"feature": 1035.0}, {"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: 0.0003908128917158492 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013897211606480559 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002515780506655574 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001980304718017578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1363 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.027309 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.027555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.027555 +} +kpi_value { + floatVal: 0.999814391 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.027555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.027555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.027555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.027555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998144}, "timestamp": {"timestamp": 1680264338.027555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.027555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.027555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.027555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04235219955444336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.28428292274475 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1259.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003907549863867598 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013892132835456672 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002516175154596567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002012968063354492 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1364 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.089024 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.089268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.089268 +} +kpi_value { + floatVal: 0.999814928 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.089268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.089268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.089268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.089268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998149}, "timestamp": {"timestamp": 1680264338.089268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.089268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.089268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.089268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043787479400634766 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.3463156223297 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039066922519997364 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013887079330426235 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025165698025375605 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026056766510009766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1365 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.144267 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.144484 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.144484 +} +kpi_value { + floatVal: 0.999815524 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.144484 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.144484 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.144484 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.144484}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998155}, "timestamp": {"timestamp": 1680264338.144484}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.144484}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.144484}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.144484}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048488616943359375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.40618705749512 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1259.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039058338316726073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013882031509929481 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025166949490085244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004170894622802734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1366 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.203478 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.2052641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.2052641 +} +kpi_value { + floatVal: 0.99981606 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.2052641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.2052641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.2052641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.205264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981606}, "timestamp": {"timestamp": 1680264338.205264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.205264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.205264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.205264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05803632736206055 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.4751136302948 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1259.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003904824450611387 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013877003173385124 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025168200954794884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023293495178222656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1367 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.268953 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.269279 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.269279 +} +kpi_value { + floatVal: 0.999816656 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.269279 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.269279 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.269279 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.269279}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99981666}, "timestamp": {"timestamp": 1680264338.269279}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.269279}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.269279}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.269279}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03780341148376465 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.5210337638855 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:58430:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58430", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1259.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039033397760042073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001387203885022801 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025166949490085244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020318031311035156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1368 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.314164 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.3144381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.3144381 +} +kpi_value { + floatVal: 0.999817193 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.3144381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.3144381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.3144381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.314438}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998172}, "timestamp": {"timestamp": 1680264338.314438}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.314438}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.314438}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.314438}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024902820587158203 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58430:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58430', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.5526909828186 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003902036036362013 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013867055279309561 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025165698025375605 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019230842590332031 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1369 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.375421 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.3757429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.3757429 +} +kpi_value { + floatVal: 0.999817729 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.3757429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.3757429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.3757429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.375743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998177}, "timestamp": {"timestamp": 1680264338.375743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.375743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.375743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.375743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03251242637634277 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.621737241745 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039008925503194607 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013862057953042855 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002516175154596567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022780895233154297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1370 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.414764 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.414995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.414995 +} +kpi_value { + floatVal: 0.999811888 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.414995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.414995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.414995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.414995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998119}, "timestamp": {"timestamp": 1680264338.414995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.414995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.414995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.414995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04482698440551758 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.67313933372498 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038997017025110673 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013857071678100715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002515780506655574 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019757747650146484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1371 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.469839 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.470078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.470078 +} +kpi_value { + floatVal: 0.999804854 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.470078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.470078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.470078 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.470078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980485}, "timestamp": {"timestamp": 1680264338.470078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.470078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.470078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.470078}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04530787467956543 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.72868752479553 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00039007089968971667 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013852071016215097 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002516175154596567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032486915588378906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1372 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.565410 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.5656481 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.5656481 +} +kpi_value { + floatVal: 0.999798298 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.5656481 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.5656481 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.5656481 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.565648}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997983}, "timestamp": {"timestamp": 1680264338.565648}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.565648}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.565648}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.565648}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07996630668640137 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.85893297195435 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003900129929861869 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013847042255369366 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025165698025375605 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022737979888916016 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1373 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.652157 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.652385 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.652385 +} +kpi_value { + floatVal: 0.999792516 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.652385 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.652385 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.652385 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.652385}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997925}, "timestamp": {"timestamp": 1680264338.652385}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.652385}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.652385}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.652385}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05453658103942871 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.9212064743042 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038997752282204543 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013842008625170252 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025166949490085244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002649545669555664 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.715071 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.7156661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.7156661 +} +kpi_value { + floatVal: 0.999785602 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.7156661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.7156661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.7156661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.715666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997856}, "timestamp": {"timestamp": 1680264338.715666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.715666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.715666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.715666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05133843421936035 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 210.98074889183044 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038994616316631435 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013836979134659482 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025168200954794884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032541751861572266 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1375 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.775473 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.7761021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.7761021 +} +kpi_value { + floatVal: 0.999779165 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.7761021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.7761021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.7761021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.776102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977916}, "timestamp": {"timestamp": 1680264338.776102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.776102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.776102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.776102}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04539346694946289 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.0350308418274 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003898879065165475 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001383196711738421 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018835067749023438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1376 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.827852 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.82811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.82811 +} +kpi_value { + floatVal: 0.99977982 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.82811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.82811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.82811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.82811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997798}, "timestamp": {"timestamp": 1680264338.82811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.82811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.82811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.82811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04063272476196289 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.0819754600525 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003899069356352643 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013826945506199388 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022935867309570312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1377 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.875011 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.87555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.87555 +} +kpi_value { + floatVal: 0.999780416 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.87555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.87555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.87555 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.87555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997804}, "timestamp": {"timestamp": 1680264338.87555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.87555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.87555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.87555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035890817642211914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.12501978874207 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003898123515170359 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013821972124394989 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001986980438232422 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1378 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.918314 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.9185181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.9185181 +} +kpi_value { + floatVal: 0.999781072 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.9185181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.9185181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.9185181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.918518}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997811}, "timestamp": {"timestamp": 1680264338.918518}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.918518}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.918518}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.918518}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03263497352600098 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.16551685333252 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003898727581019097 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013816977818968143 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038597583770751953 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1379 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:38.961601 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264338.9627681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264338.9627681 +} +kpi_value { + floatVal: 0.999781728 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264338.9627681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264338.9627681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264338.9627681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.962768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997817}, "timestamp": {"timestamp": 1680264338.962768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.962768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.962768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264338.962768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06113290786743164 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.23809623718262 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038979327275782174 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013812002299658141 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002521165006328374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002106189727783203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1380 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.032239 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.032727 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.032727 +} +kpi_value { + floatVal: 0.999782383 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.032727 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.032727 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.032727 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.032727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997824}, "timestamp": {"timestamp": 1680264339.032727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.032727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.032727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.032727}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03916621208190918 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.2856945991516 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42028:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42028", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038969077006020163 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013807053176390761 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002984762191772461 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1381 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.083501 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.084018 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.084018 +} +kpi_value { + floatVal: 0.999783 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.084018 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.084018 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.084018 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.084018}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999783}, "timestamp": {"timestamp": 1680264339.084018}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.084018}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.084018}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.084018}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04884767532348633 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42028:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42028', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.34666275978088 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42028:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42028", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003895829627142111 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013802115101954478 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025742053985595703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1382 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.140527 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.1410761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.1410761 +} +kpi_value { + floatVal: 0.999783635 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.1410761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.1410761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.1410761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.141076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978364}, "timestamp": {"timestamp": 1680264339.141076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.141076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.141076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.141076}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04170846939086914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42028:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42028', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.39730381965637 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003897248781542075 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013797225147479393 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004701137542724609 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1383 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.194879 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.195502 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.195502 +} +kpi_value { + floatVal: 0.999784231 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.195502 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.195502 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.195502 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.195502}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978423}, "timestamp": {"timestamp": 1680264339.195502}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.195502}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.195502}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.195502}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06478214263916016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.47315955162048 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003896154295229165 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013792299758972725 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017910003662109375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1384 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.294866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.295063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.295063 +} +kpi_value { + floatVal: 0.999784887 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.295063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.295063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.295063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.295063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997849}, "timestamp": {"timestamp": 1680264339.295063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.295063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.295063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.295063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032944440841674805 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.5412712097168 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038948156278318177 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013787409633880278 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016131401062011719 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1385 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.333068 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.3332641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.3332641 +} +kpi_value { + floatVal: 0.999779344 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.3332641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.3332641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.3332641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.333264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977934}, "timestamp": {"timestamp": 1680264339.333264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.333264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.333264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.333264}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04098677635192871 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.58793020248413 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.000389352917330525 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013782518077069912 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015745162963867188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1386 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.381012 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.3812251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.3812251 +} +kpi_value { + floatVal: 0.999772727 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.3812251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.3812251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.3812251 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.381225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997727}, "timestamp": {"timestamp": 1680264339.381225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.381225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.381225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.381225}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0667276382446289 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.6622405052185 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003892840903937929 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013777572545049276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026967525482177734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1387 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.458579 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.458931 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.458931 +} +kpi_value { + floatVal: 0.999766529 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.458931 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.458931 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.458931 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.458931}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997665}, "timestamp": {"timestamp": 1680264339.458931}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.458931}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.458931}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.458931}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04506850242614746 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.71742010116577 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.00038925195776257575 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013772613747329938 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002671480178833008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1388 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.511298 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.5115991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.5115991 +} +kpi_value { + floatVal: 0.999767184 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.5115991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.5115991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.5115991 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.511599}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997672}, "timestamp": {"timestamp": 1680264339.511599}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.511599}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.511599}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.511599}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03606748580932617 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.76094031333923 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1385.0}, {"feature": 5.0}, {"feature": 1385.0}, {"feature": 11.0}, {"feature": 11.0}, {"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: 0.0003892139584809016 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013767662388995015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001897573471069336 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1389 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.553874 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.5542581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.5542581 +} +kpi_value { + floatVal: 0.99976784 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.5542581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.5542581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.5542581 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.554258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976784}, "timestamp": {"timestamp": 1680264339.554258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.554258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.554258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.554258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02368307113647461 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.79103803634644 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038906096714454966 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001376282721507425 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014739036560058594 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1390 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.584492 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.5847239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.5847239 +} +kpi_value { + floatVal: 0.999768496 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.5847239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.5847239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.5847239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.584724}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997685}, "timestamp": {"timestamp": 1680264339.584724}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.584724}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.584724}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.584724}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06051778793334961 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.85864973068237 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003891323704729801 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013757904982910265 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002614259719848633 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1391 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.651975 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.65245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.65245 +} +kpi_value { + floatVal: 0.999769151 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.65245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.65245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.65245 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.65245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976915}, "timestamp": {"timestamp": 1680264339.65245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.65245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.65245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.65245}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023364543914794922 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.88891768455505 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1385.0}, {"feature": 5.0}, {"feature": 1385.0}, {"feature": 12.0}, {"feature": 12.0}, {"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: 0.0003890781044065497 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013752977210992094 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002521165006328374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018131732940673828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1392 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.727799 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.7280641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.7280641 +} +kpi_value { + floatVal: 0.999769807 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.7280641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.7280641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.7280641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.728064}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997698}, "timestamp": {"timestamp": 1680264339.728064}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.728064}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.728064}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.728064}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027025938034057617 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 211.968266248703 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.00038894914669450705 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013748124055102348 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002115488052368164 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1393 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.760927 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.7616429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.7616429 +} +kpi_value { + floatVal: 0.999770463 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.7616429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.7616429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.7616429 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.761643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977046}, "timestamp": {"timestamp": 1680264339.761643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.761643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.761643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.761643}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06838583946228027 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.04304385185242 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003888343546123323 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013743258774025291 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003019094467163086 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1394 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.838710 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.8391171 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.8391171 +} +kpi_value { + floatVal: 0.999771059 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.8391171 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.8391171 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.8391171 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.839117}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977106}, "timestamp": {"timestamp": 1680264339.839117}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.839117}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.839117}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.839117}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03391265869140625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.08656191825867 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"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: 0.0003887249593703096 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001373839270654426 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016293525695800781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1395 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.880175 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.880374 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.880374 +} +kpi_value { + floatVal: 0.999771714 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.880374 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.880374 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.880374 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.880374}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997717}, "timestamp": {"timestamp": 1680264339.880374}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.880374}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.880374}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.880374}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06385970115661621 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.15874600410461 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000388587941499 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013733566546414765 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016613006591796875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1396 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:39.951253 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264339.951602 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264339.951602 +} +kpi_value { + floatVal: 0.99977237 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264339.951602 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264339.951602 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264339.951602 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.951602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977237}, "timestamp": {"timestamp": 1680264339.951602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.951602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.951602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264339.951602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0387575626373291 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.20353984832764 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038853148269282393 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013728666494875375 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027539730072021484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1397 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.028524 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.0291841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.0291841 +} +kpi_value { + floatVal: 0.999772966 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.0291841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.0291841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.0291841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.029184}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977297}, "timestamp": {"timestamp": 1680264340.029184}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.029184}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.029184}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.029184}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05287981033325195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.2962601184845 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003884561704714864 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001372378437536103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022988319396972656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1398 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.090440 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.0907731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.0907731 +} +kpi_value { + floatVal: 0.999773622 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.0907731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.0907731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.0907731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.090773}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997736}, "timestamp": {"timestamp": 1680264340.090773}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.090773}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.090773}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.090773}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.050490617752075195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.35454273223877 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038843827970023716 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013718880274384017 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035560131072998047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1399 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.238883 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.23996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.23996 +} +kpi_value { + floatVal: 0.999774218 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.23996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.23996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.23996 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.23996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997742}, "timestamp": {"timestamp": 1680264340.23996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.23996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.23996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.23996}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04221630096435547 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.49613881111145 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003884796202432231 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013713988516233144 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002521165006328374 +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: 1400 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.291339 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.2918019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.2918019 +} +kpi_value { + floatVal: 0.999769 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.2918019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.2918019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.2918019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.291802}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999769}, "timestamp": {"timestamp": 1680264340.291802}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.291802}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.291802}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.291802}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08862876892089844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.59377646446228 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003883582857692698 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013709168457556058 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002011537551879883 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1401 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.386890 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.387099 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.387099 +} +kpi_value { + floatVal: 0.999762654 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.387099 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.387099 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.387099 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.387099}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976265}, "timestamp": {"timestamp": 1680264340.387099}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.387099}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.387099}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.387099}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04630255699157715 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.64672255516052 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003883058711595451 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013704292481221114 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002521165006328374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002131223678588867 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1402 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.439968 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.440232 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.440232 +} +kpi_value { + floatVal: 0.999756694 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.440232 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.440232 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.440232 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.440232}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997567}, "timestamp": {"timestamp": 1680264340.440232}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.440232}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.440232}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.440232}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052221059799194336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.7056577205658 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003881989168823004 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013699466220486948 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001940011978149414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.498562 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.4987531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.4987531 +} +kpi_value { + floatVal: 0.999757409 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.4987531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.4987531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.4987531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.498753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997574}, "timestamp": {"timestamp": 1680264340.498753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.498753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.498753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.498753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04313349723815918 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.75546765327454 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038808612421584816 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013694651792929336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017614364624023438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1404 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.549362 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.549572 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.549572 +} +kpi_value { + floatVal: 0.999758065 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.549572 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.549572 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.549572 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.549572}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975806}, "timestamp": {"timestamp": 1680264340.549572}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.549572}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.549572}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.549572}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034967899322509766 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.7978653907776 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003879703355131147 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001368984613376978 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001983165740966797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1405 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.591141 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.591383 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.591383 +} +kpi_value { + floatVal: 0.99975872 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.591383 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.591383 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.591383 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.591383}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997587}, "timestamp": {"timestamp": 1680264340.591383}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.591383}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.591383}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.591383}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03561234474182129 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.84023690223694 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003878343708374025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013685071798584698 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016870498657226562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1406 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.633117 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.6333041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.6333041 +} +kpi_value { + floatVal: 0.999759376 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.6333041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.6333041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.6333041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.633304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997594}, "timestamp": {"timestamp": 1680264340.633304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.633304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.633304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.633304}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022120952606201172 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.86865854263306 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 551.0}, {"feature": 4.0}, {"feature": 683.0}, {"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: 0.0003878011317495402 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013680213402120368 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001978635787963867 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1407 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.662994 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.6631961 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.6631961 +} +kpi_value { + floatVal: 0.99976 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.6631961 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.6631961 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.6631961 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.663196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976}, "timestamp": {"timestamp": 1680264340.663196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.663196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.663196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.663196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05997657775878906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.9365234375 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 903.0}, {"feature": 6.0}, {"feature": 1102.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.00038771438448748086 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013675393220093318 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018088817596435547 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1408 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.730053 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.730329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.730329 +} +kpi_value { + floatVal: 0.999760628 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.730329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.730329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.730329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.730329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997606}, "timestamp": {"timestamp": 1680264340.730329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.730329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.730329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.730329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02915644645690918 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 212.97270345687866 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 903.0}, {"feature": 6.0}, {"feature": 1102.0}, {"feature": 11.0}, {"feature": 11.0}, {"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: 0.0003875969307060235 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013670610529535215 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018889904022216797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1409 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.769186 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.7694311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.7694311 +} +kpi_value { + floatVal: 0.999761283 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.7694311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.7694311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.7694311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.769431}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997613}, "timestamp": {"timestamp": 1680264340.769431}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.769431}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.769431}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.769431}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06939005851745605 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.05216908454895 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 551.0}, {"feature": 4.0}, {"feature": 683.0}, {"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: 0.00038748430096418826 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013665827331638186 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016405582427978516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1410 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:40.844588 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264340.8447909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264340.8447909 +} +kpi_value { + floatVal: 0.999761939 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264340.8447909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264340.8447909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264340.8447909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.844791}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976194}, "timestamp": {"timestamp": 1680264340.844791}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.844791}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.844791}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264340.844791}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02423858642578125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.08222794532776 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003874182752594299 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013661006367162707 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.16434192657470703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1411 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.075837 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.076118 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.076118 +} +kpi_value { + floatVal: 0.999762535 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.076118 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.076118 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.076118 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.076118}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976254}, "timestamp": {"timestamp": 1680264341.076118}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.076118}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.076118}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.076118}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027692317962646484 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.31719732284546 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038729756826497933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001365624331524365 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016832351684570312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1412 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.109599 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.109828 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.109828 +} +kpi_value { + floatVal: 0.999757528 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.109828 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.109828 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.109828 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.109828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997575}, "timestamp": {"timestamp": 1680264341.109828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.109828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.109828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.109828}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026361942291259766 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.34943103790283 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003871894341030719 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001365147057378202 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025168200954794884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018434524536132812 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1413 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.141470 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.1419859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.1419859 +} +kpi_value { + floatVal: 0.999751389 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.1419859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.1419859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.1419859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.141986}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997514}, "timestamp": {"timestamp": 1680264341.141986}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.141986}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.141986}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.141986}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02418208122253418 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.37915420532227 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000387045827701153 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013646749233151205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025166949490085244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015549659729003906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1414 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.172034 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.1723371 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.1723371 +} +kpi_value { + floatVal: 0.999745667 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.1723371 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.1723371 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.1723371 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.172337}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974567}, "timestamp": {"timestamp": 1680264341.172337}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.172337}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.172337}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.172337}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06181025505065918 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.4473774433136 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003869382857489844 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001364198614549808 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025165698025375605 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018887519836425781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1415 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.240766 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.2409921 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.2409921 +} +kpi_value { + floatVal: 0.999746382 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.2409921 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.2409921 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.2409921 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.240992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997464}, "timestamp": {"timestamp": 1680264341.240992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.240992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.240992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.240992}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02704644203186035 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.48134398460388 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 903.0}, {"feature": 5.0}, {"feature": 1035.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000386856759419549 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013637202691619463 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025166949490085244 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017447471618652344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1416 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.275719 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.276041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.276041 +} +kpi_value { + floatVal: 0.999747038 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.276041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.276041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.276041 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.276041}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974704}, "timestamp": {"timestamp": 1680264341.276041}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.276041}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.276041}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.276041}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05192375183105469 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.54119229316711 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"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: 0.00038677925715057326 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013632421039547489 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025168200954794884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003055572509765625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1417 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.339497 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.339886 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.339886 +} +kpi_value { + floatVal: 0.999747694 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.339886 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.339886 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.339886 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.339886}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997477}, "timestamp": {"timestamp": 1680264341.339886}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.339886}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.339886}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.339886}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042345285415649414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.5955879688263 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000386708685737471 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013627639165901002 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025186550919897854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018603801727294922 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.388838 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.3890691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.3890691 +} +kpi_value { + floatVal: 0.999748349 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.3890691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.3890691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.3890691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.389069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974835}, "timestamp": {"timestamp": 1680264341.389069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.389069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.389069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.389069}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07316231727600098 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.6767156124115 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 903.0}, {"feature": 5.0}, {"feature": 1035.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038665539985903295 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013622851251094252 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025204900885000825 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002178668975830078 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1419 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.469742 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.4699531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.4699531 +} +kpi_value { + floatVal: 0.999749 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.4699531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.4699531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.4699531 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.469953}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999749}, "timestamp": {"timestamp": 1680264341.469953}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.469953}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.469953}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.469953}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06721925735473633 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.750568151474 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038658177351388873 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013618081870200639 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025206650025211275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019414424896240234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1420 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.545202 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.545413 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.545413 +} +kpi_value { + floatVal: 0.99974966 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.545413 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.545413 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.545413 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.545413}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974966}, "timestamp": {"timestamp": 1680264341.545413}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.545413}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.545413}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.545413}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042224884033203125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.8009388446808 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 551.0}, {"feature": 4.0}, {"feature": 683.0}, {"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: 0.00038660836829931686 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013613292990914275 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025208399165421724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002210855484008789 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1421 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.593479 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.593807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.593807 +} +kpi_value { + floatVal: 0.999750316 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.593807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.593807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.593807 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.593807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997503}, "timestamp": {"timestamp": 1680264341.593807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.593807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.593807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.593807}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05539536476135254 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.8624713420868 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 551.0}, {"feature": 4.0}, {"feature": 683.0}, {"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: 0.0003865153975991084 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013608550605746148 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002521165006328374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021414756774902344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1422 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.658433 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.6587231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.6587231 +} +kpi_value { + floatVal: 0.999751 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.6587231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.6587231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.6587231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.658723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999751}, "timestamp": {"timestamp": 1680264341.658723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.658723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.658723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.658723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04076719284057617 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.91275477409363 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038662170372819575 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013603827188709 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002521490096114576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022559165954589844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1423 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.712760 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.7130351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.7130351 +} +kpi_value { + floatVal: 0.999751627 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.7130351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.7130351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.7130351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.713035}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997516}, "timestamp": {"timestamp": 1680264341.713035}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.713035}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.713035}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.713035}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03784799575805664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 213.96419548988342 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1250.0}, {"feature": 6.0}, {"feature": 1382.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003865449953797467 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013599080510954106 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002522435097489506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002064228057861328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1424 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.759245 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.759521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.759521 +} +kpi_value { + floatVal: 0.999752223 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.759521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.759521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.759521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.759521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997522}, "timestamp": {"timestamp": 1680264341.759521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.759521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.759521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.759521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037671804428100586 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.01049852371216 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1250.0}, {"feature": 6.0}, {"feature": 1382.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038650064802679576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013594318366835082 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002523380098864436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002076864242553711 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1425 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.803105 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.8033521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.8033521 +} +kpi_value { + floatVal: 0.999752879 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.8033521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.8033521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.8033521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.803352}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997529}, "timestamp": {"timestamp": 1680264341.803352}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.803352}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.803352}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.803352}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04260110855102539 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.05930972099304 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038641459287502145 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001358958976650721 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025238649686798453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021491050720214844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1426 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.854958 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.8552711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.8552711 +} +kpi_value { + floatVal: 0.999753535 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.8552711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.8552711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.8552711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.855271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975353}, "timestamp": {"timestamp": 1680264341.855271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.855271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.855271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.855271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06772208213806152 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.1378927230835 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1385.0}, {"feature": 5.0}, {"feature": 1385.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0003863947213769022 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013584829410356134 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025243498384952545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002252340316772461 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1427 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.931832 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.9324689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.9324689 +} +kpi_value { + floatVal: 0.999754131 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.9324689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.9324689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.9324689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.932469}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975413}, "timestamp": {"timestamp": 1680264341.932469}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.932469}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.932469}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.932469}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038864850997924805 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.18474626541138 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1385.0}, {"feature": 5.0}, {"feature": 1385.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0003863669218477879 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001358007604477715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025246001314371824 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004302263259887695 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1428 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:41.983005 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264341.984138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264341.984138 +} +kpi_value { + floatVal: 0.999754786 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264341.984138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264341.984138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264341.984138 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.984138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997548}, "timestamp": {"timestamp": 1680264341.984138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.984138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.984138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264341.984138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06406736373901367 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.26209902763367 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"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: 0.0003863926552479827 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135753270949805 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032002925872802734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1429 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.057297 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.058037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.058037 +} +kpi_value { + floatVal: 0.999755383 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.058037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.058037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.058037 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.058037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997554}, "timestamp": {"timestamp": 1680264342.058037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.058037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.058037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.058037}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03668618202209473 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.3085036277771 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038625884359910875 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013570673920613736 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025246001314371824 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002004384994506836 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1430 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.101871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.1029019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.1029019 +} +kpi_value { + floatVal: 0.999756038 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.1029019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.1029019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.1029019 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.102902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975604}, "timestamp": {"timestamp": 1680264342.102902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.102902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.102902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.102902}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04431629180908203 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.35970830917358 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003861884125163434 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565957561679236 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002222776412963867 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1431 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.152997 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.1533339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.1533339 +} +kpi_value { + floatVal: 0.999756634 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.1533339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.1533339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.1533339 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.153334}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975663}, "timestamp": {"timestamp": 1680264342.153334}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.153334}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.153334}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.153334}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02380204200744629 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.390469789505 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 899.0}, {"feature": 7.0}, {"feature": 1731.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003861497844408095 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013561227890000408 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017817020416259766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1432 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.182590 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.182847 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.182847 +} +kpi_value { + floatVal: 0.99975723 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.182847 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.182847 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.182847 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.182847}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975723}, "timestamp": {"timestamp": 1680264342.182847}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.182847}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.182847}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.182847}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06141161918640137 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.4575605392456 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 20.0}, {"feature": 17.0}, {"feature": 899.0}, {"feature": 7.0}, {"feature": 1731.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003862397057402019 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355653800902592 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022847652435302734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1433 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.257347 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.2575791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.2575791 +} +kpi_value { + floatVal: 0.999757886 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.2575791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.2575791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.2575791 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.257579}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997579}, "timestamp": {"timestamp": 1680264342.257579}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.257579}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.257579}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.257579}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045067787170410156 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.51604795455933 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"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: 0.0003861391383016708 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355186383109681 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017228126525878906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1434 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.308441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.3086641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.3086641 +} +kpi_value { + floatVal: 0.999758482 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.3086641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.3086641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.3086641 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.308664}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997585}, "timestamp": {"timestamp": 1680264342.308664}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.308664}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.308664}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.308664}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0469813346862793 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.56888508796692 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038604074659131024 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013547192341877554 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016980171203613281 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1435 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.361432 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.361659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.361659 +} +kpi_value { + floatVal: 0.999759078 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.361659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.361659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.361659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.361659}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997591}, "timestamp": {"timestamp": 1680264342.361659}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.361659}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.361659}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.361659}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027022123336791992 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.60200810432434 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42032:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42032", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003859651360344946 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013542504820643925 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019023418426513672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.396551 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.39676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.39676 +} +kpi_value { + floatVal: 0.999759674 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.39676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.39676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.39676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.39676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997597}, "timestamp": {"timestamp": 1680264342.39676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.39676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.39676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.39676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04306602478027344 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42032:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42032', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.6531105041504 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"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: 0.00038584492645837577 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013537868564789744 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016932487487792969 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1437 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.445703 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.4459131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.4459131 +} +kpi_value { + floatVal: 0.99976027 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.4459131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.4459131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.4459131 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.445913}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976027}, "timestamp": {"timestamp": 1680264342.445913}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.445913}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.445913}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.445913}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0770883560180664 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.7366943359375 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"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: 0.00038595312120851455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013533222709265188 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026738643646240234 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1438 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.532066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.5322909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.5322909 +} +kpi_value { + floatVal: 0.999760866 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.5322909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.5322909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.5322909 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.532291}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976087}, "timestamp": {"timestamp": 1680264342.532291}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.532291}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.532291}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.532291}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023977279663085938 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.76953220367432 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003859195499043443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135285255807285 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022356510162353516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1439 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.564782 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.5650711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.5650711 +} +kpi_value { + floatVal: 0.999761462 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.5650711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.5650711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.5650711 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.565071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976146}, "timestamp": {"timestamp": 1680264342.565071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.565071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.565071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.565071}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06299424171447754 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.84128093719482 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038579535507273654 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013523909421227578 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001650094985961914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1440 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.633858 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.6342831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.6342831 +} +kpi_value { + floatVal: 0.999762058 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.6342831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.6342831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.6342831 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.634283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976206}, "timestamp": {"timestamp": 1680264342.634283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.634283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.634283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.634283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04323601722717285 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.8906500339508 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003856962202065143 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013519268403573872 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018947124481201172 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.683112 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.6833351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.6833351 +} +kpi_value { + floatVal: 0.999762654 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.6833351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.6833351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.6833351 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.683335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976265}, "timestamp": {"timestamp": 1680264342.683335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.683335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.683335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.683335}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03938460350036621 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.93603777885437 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038558507164431307 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013514645773315052 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025246001314371824 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018601417541503906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1442 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.732346 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.7326181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.7326181 +} +kpi_value { + floatVal: 0.99976325 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.7326181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.7326181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.7326181 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.732618}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976325}, "timestamp": {"timestamp": 1680264342.732618}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.732618}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.732618}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.732618}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03232121467590332 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 214.9782476425171 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038549182764709524 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013510008532735271 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025243498384952545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018188953399658203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.770462 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.7706881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.7706881 +} +kpi_value { + floatVal: 0.999763787 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.7706881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.7706881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.7706881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.770688}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997638}, "timestamp": {"timestamp": 1680264342.770688}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.770688}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.770688}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.770688}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052309513092041016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.03624653816223 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003853995327830026 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001350537524952338 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025238649686798453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024633407592773438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1444 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.833943 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.834631 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.834631 +} +kpi_value { + floatVal: 0.999764383 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.834631 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.834631 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.834631 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.834631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997644}, "timestamp": {"timestamp": 1680264342.834631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.834631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.834631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.834631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0422358512878418 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.08997654914856 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"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: 0.00038530288536462506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013500751253402582 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002523380098864436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016868114471435547 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.882402 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.882637 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.882637 +} +kpi_value { + floatVal: 0.999765 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.882637 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.882637 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.882637 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.882637}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999765}, "timestamp": {"timestamp": 1680264342.882637}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.882637}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.882637}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.882637}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03423309326171875 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.13030910491943 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:28706:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28706", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"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: 0.0003852839636011629 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013496084053150276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025238649686798453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002305746078491211 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1446 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.929819 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.9302571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.9302571 +} +kpi_value { + floatVal: 0.999765515 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.9302571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.9302571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.9302571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.930257}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997655}, "timestamp": {"timestamp": 1680264342.930257}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.930257}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.930257}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.930257}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04230666160583496 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28706:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28706', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.18576526641846 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038525970998968677 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013491422928853531 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025243498384952545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020189285278320312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1447 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:42.978098 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264342.97872 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264342.97872 +} +kpi_value { + floatVal: 0.999766111 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264342.97872 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264342.97872 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264342.97872 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.97872}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997661}, "timestamp": {"timestamp": 1680264342.97872}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.97872}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.97872}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264342.97872}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022545814514160156 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.21410417556763 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038516255479417895 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013486814120046984 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025238649686798453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020821094512939453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1448 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.025283 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.02565 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.02565 +} +kpi_value { + floatVal: 0.999766707 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.02565 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.02565 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.02565 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.02565}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997667}, "timestamp": {"timestamp": 1680264343.02565}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.02565}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.02565}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.02565}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02448248863220215 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.26370525360107 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003850576130778055 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013482218620799087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002523380098864436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018742084503173828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1449 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.057424 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.057817 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.057817 +} +kpi_value { + floatVal: 0.999767244 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.057817 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.057817 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.057817 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.057817}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976724}, "timestamp": {"timestamp": 1680264343.057817}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.057817}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.057817}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.057817}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024587392807006836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.33612060546875 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 13.0}, {"feature": 13.0}, {"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: 0.0003850865664747383 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013477573284419297 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025238649686798453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004244327545166016 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1450 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.131671 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.13208 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.13208 +} +kpi_value { + floatVal: 0.99976778 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.13208 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.13208 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.13208 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.13208}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997678}, "timestamp": {"timestamp": 1680264343.13208}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.13208}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.13208}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.13208}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029111623764038086 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.37541365623474 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 14.0}, {"feature": 14.0}, {"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: 0.00038499967427763814 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013472968876895681 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025243498384952545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003114938735961914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1451 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.169743 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.1705861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.1705861 +} +kpi_value { + floatVal: 0.999768376 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.1705861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.1705861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.1705861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.170586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997684}, "timestamp": {"timestamp": 1680264343.170586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.170586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.170586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.170586}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06416463851928711 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.44752955436707 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003849228088148759 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013468360451990393 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025246001314371824 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028700828552246094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1452 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.241033 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.24196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.24196 +} +kpi_value { + floatVal: 0.999768913 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.24196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.24196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.24196 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.24196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997689}, "timestamp": {"timestamp": 1680264343.24196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.24196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.24196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.24196}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031159162521362305 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.48618483543396 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"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: 0.00038484259695551794 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013463759674528961 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002611398696899414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1453 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.279879 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.280236 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.280236 +} +kpi_value { + floatVal: 0.999769509 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.280236 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.280236 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.280236 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.280236}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997695}, "timestamp": {"timestamp": 1680264343.280236}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.280236}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.280236}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.280236}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07467198371887207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.56803178787231 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"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: 0.0003848067664383095 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013459135904453836 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002790212631225586 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1454 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.362369 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.3628681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.3628681 +} +kpi_value { + floatVal: 0.999770045 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.3628681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.3628681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.3628681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.362868}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977005}, "timestamp": {"timestamp": 1680264343.362868}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.362868}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.362868}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.362868}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07313990592956543 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.64900732040405 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 903.0}, {"feature": 6.0}, {"feature": 1102.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"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: 0.0003848852669336926 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001345454327430635 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002071380615234375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.447603 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.4478331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.4478331 +} +kpi_value { + floatVal: 0.999770582 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.4478331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.4478331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.4478331 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.447833}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997706}, "timestamp": {"timestamp": 1680264343.447833}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.447833}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.447833}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.447833}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04673266410827637 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.70786213874817 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003848049576905336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013449956987229815 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025259950780309737 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029976367950439453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.503330 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.5037229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.5037229 +} +kpi_value { + floatVal: 0.999771118 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.5037229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.5037229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.5037229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.503723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997711}, "timestamp": {"timestamp": 1680264343.503723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.503723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.503723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.503723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0743706226348877 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.79180932044983 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.00038472206547361583 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013445377764879792 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025260099209845066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038559436798095703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1457 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.585870 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.5860829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.5860829 +} +kpi_value { + floatVal: 0.999771655 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.5860829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.5860829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.5860829 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.586083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977165}, "timestamp": {"timestamp": 1680264343.586083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.586083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.586083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.586083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02477407455444336 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.8241090774536 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003846967464682757 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001344076955081518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025708675384521484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1458 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.626060 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.626498 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.626498 +} +kpi_value { + floatVal: 0.999772191 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.626498 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.626498 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.626498 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.626498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997722}, "timestamp": {"timestamp": 1680264343.626498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.626498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.626498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.626498}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05106353759765625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.89068937301636 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 903.0}, {"feature": 6.0}, {"feature": 1102.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 6.0}, {"feature": 1743.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038464022093376554 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013436179938803388 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020575523376464844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1459 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.682788 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.682987 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.682987 +} +kpi_value { + floatVal: 0.999772727 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.682987 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.682987 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.682987 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.682987}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997727}, "timestamp": {"timestamp": 1680264343.682987}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.682987}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.682987}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.682987}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021918296813964844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.91816592216492 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 903.0}, {"feature": 6.0}, {"feature": 1102.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 6.0}, {"feature": 1743.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038454625021972476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001343162567950344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00171661376953125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1460 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.709880 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.710278 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.710278 +} +kpi_value { + floatVal: 0.999773264 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.710278 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.710278 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.710278 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.710278}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977326}, "timestamp": {"timestamp": 1680264343.710278}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.710278}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.710278}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.710278}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022889137268066406 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.94626355171204 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003844426278631132 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013427086547259522 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025260099209845066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016677379608154297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1461 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.738328 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.7385311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.7385311 +} +kpi_value { + floatVal: 0.9997738 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.7385311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.7385311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.7385311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.738531}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997738}, "timestamp": {"timestamp": 1680264343.738531}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.738531}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.738531}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.738531}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02179861068725586 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 215.97358322143555 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 903.0}, {"feature": 6.0}, {"feature": 1102.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 6.0}, {"feature": 1743.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003843883805106892 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013422509750520902 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017828941345214844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1462 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.765530 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.765743 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.765743 +} +kpi_value { + floatVal: 0.999774337 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.765743 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.765743 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.765743 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.765743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977434}, "timestamp": {"timestamp": 1680264343.765743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.765743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.765743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.765743}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023113012313842773 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.00212049484253 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038424484300129854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013418033885936023 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025260099209845066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016350746154785156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1463 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.794097 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.794349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.794349 +} +kpi_value { + floatVal: 0.999774873 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.794349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.794349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.794349 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.794349}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997749}, "timestamp": {"timestamp": 1680264343.794349}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.794349}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.794349}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.794349}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07491707801818848 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.0824909210205 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.0003842194428663609 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001341345395966884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027322769165039062 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1464 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.877528 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.878001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.878001 +} +kpi_value { + floatVal: 0.99977541 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.878001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.878001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.878001 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.878001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997754}, "timestamp": {"timestamp": 1680264343.878001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.878001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.878001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.878001}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07999706268310547 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.17101669311523 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"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: 0.0003842529776798555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013408881346724535 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002019643783569336 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1465 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:43.963352 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264343.9635551 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264343.9635551 +} +kpi_value { + floatVal: 0.999775946 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264343.9635551 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264343.9635551 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264343.9635551 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.963555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977595}, "timestamp": {"timestamp": 1680264343.963555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.963555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.963555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264343.963555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034697532653808594 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.2115433216095 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038412826896186457 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013404392265837257 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027549266815185547 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1466 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.004225 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.0044031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.0044031 +} +kpi_value { + floatVal: 0.999776423 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.0044031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.0044031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.0044031 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.004403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997764}, "timestamp": {"timestamp": 1680264344.004403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.004403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.004403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.004403}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032260894775390625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.24997520446777 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"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: 0.0003840021277068725 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013399909885932623 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025260099209845066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001641988754272461 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1467 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.041969 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.04314 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.04314 +} +kpi_value { + floatVal: 0.999776959 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.04314 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.04314 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.04314 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.04314}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977696}, "timestamp": {"timestamp": 1680264344.04314}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.04314}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.04314}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.04314}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056868791580200195 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.31234073638916 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 925.0}, {"feature": 8.0}, {"feature": 1323.0}, {"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: 0.0003839642230081258 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013395352973831964 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002019643783569336 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1468 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.126519 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.1267259 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.1267259 +} +kpi_value { + floatVal: 0.999777496 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.1267259 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.1267259 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.1267259 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.126726}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997775}, "timestamp": {"timestamp": 1680264344.126726}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.126726}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.126726}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.126726}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042862892150878906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.38291931152344 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038389554279751774 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013390818709017366 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020322799682617188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1469 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.193992 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.194231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.194231 +} +kpi_value { + floatVal: 0.999778 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.194231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.194231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.194231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.194231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999778}, "timestamp": {"timestamp": 1680264344.194231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.194231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.194231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.194231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045487403869628906 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.45300722122192 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003837960750833914 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013386317520902632 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001991748809814453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1470 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.331455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.3317311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.3317311 +} +kpi_value { + floatVal: 0.999778509 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.3317311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.3317311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.3317311 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.331731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997785}, "timestamp": {"timestamp": 1680264344.331731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.331731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.331731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.331731}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052546024322509766 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.597505569458 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 621.0}, {"feature": 4.0}, {"feature": 753.0}, {"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: 0.0003837944516648724 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013381766687882764 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00218963623046875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1471 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.394551 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.39477 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.39477 +} +kpi_value { + floatVal: 0.999774098 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.39477 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.39477 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.39477 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.39477}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997741}, "timestamp": {"timestamp": 1680264344.39477}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.39477}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.39477}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.39477}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.14409375190734863 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.75212287902832 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038376044864455014 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001337722683557513 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002528834738768637 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001964569091796875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1472 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.546606 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.546875 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.546875 +} +kpi_value { + floatVal: 0.999774635 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.546875 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.546875 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.546875 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.546875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977463}, "timestamp": {"timestamp": 1680264344.546875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.546875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.546875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.546875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07728695869445801 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.83736085891724 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038365767915427777 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013372743382614456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001760244369506836 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1473 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.649329 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.649543 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.649543 +} +kpi_value { + floatVal: 0.999775171 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.649543 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.649543 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.649543 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.649543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997752}, "timestamp": {"timestamp": 1680264344.649543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.649543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.649543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.649543}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06988978385925293 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.93272852897644 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003835628584900484 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013368255938395659 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002062082290649414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1474 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.734873 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.7351489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.7351489 +} +kpi_value { + floatVal: 0.999775648 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.7351489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.7351489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.7351489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.735149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977565}, "timestamp": {"timestamp": 1680264344.735149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.735149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.735149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.735149}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04480409622192383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 216.99316573143005 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038346456975470915 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013363776835725746 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025260099209845066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017344951629638672 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1475 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.785291 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.7854879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.7854879 +} +kpi_value { + floatVal: 0.999776185 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.7854879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.7854879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.7854879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.785488}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997762}, "timestamp": {"timestamp": 1680264344.785488}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.785488}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.785488}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.785488}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04322552680969238 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.0420958995819 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038335991150707127 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013359309512063074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025259950780309737 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019578933715820312 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.834250 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.834476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.834476 +} +kpi_value { + floatVal: 0.999776661 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.834476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.834476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.834476 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.834476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977666}, "timestamp": {"timestamp": 1680264344.834476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.834476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.834476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.834476}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06128573417663574 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.1090693473816 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003832432975174106 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013354861447321263 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001873016357421875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1477 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.903002 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.9032071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.9032071 +} +kpi_value { + floatVal: 0.999777198 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.9032071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.9032071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.9032071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.903207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997772}, "timestamp": {"timestamp": 1680264344.903207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.903207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.903207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.903207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03263235092163086 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.14918851852417 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 621.0}, {"feature": 5.0}, {"feature": 1175.0}, {"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: 0.00038330234534104626 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013350362087150125 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025259950780309737 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002325773239135742 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1478 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.942077 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.94237 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.94237 +} +kpi_value { + floatVal: 0.999777675 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.94237 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.94237 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.94237 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.94237}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997777}, "timestamp": {"timestamp": 1680264344.94237}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.94237}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.94237}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.94237}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027256250381469727 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.18299841880798 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003831658089354614 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013345951244049786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002643585205078125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1479 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:44.977478 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264344.9776731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264344.9776731 +} +kpi_value { + floatVal: 0.999778211 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264344.9776731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264344.9776731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264344.9776731 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.977673}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997782}, "timestamp": {"timestamp": 1680264344.977673}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.977673}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.977673}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264344.977673}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05075788497924805 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.2428662776947 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003832435962190298 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013341475254016303 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025259950780309737 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00243377685546875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1480 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.038258 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.0386021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.0386021 +} +kpi_value { + floatVal: 0.999778688 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.0386021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.0386021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.0386021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.038602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997787}, "timestamp": {"timestamp": 1680264345.038602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.038602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.038602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.038602}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022644996643066406 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.2745578289032 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003830688854787627 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013337139641714805 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023069381713867188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1481 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.067887 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.0681379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.0681379 +} +kpi_value { + floatVal: 0.999779165 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.0681379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.0681379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.0681379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.068138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99977916}, "timestamp": {"timestamp": 1680264345.068138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.068138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.068138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.068138}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055258989334106445 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.33664512634277 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"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: 0.00038292618584976246 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013332752270109795 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016391277313232422 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1482 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.130405 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.1306281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.1306281 +} +kpi_value { + floatVal: 0.999779701 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.1306281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.1306281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.1306281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.130628}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997797}, "timestamp": {"timestamp": 1680264345.130628}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.130628}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.130628}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.130628}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03932762145996094 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.38383960723877 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038290298003791276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013328259309658963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002331256866455078 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1483 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.176739 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.177326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.177326 +} +kpi_value { + floatVal: 0.999780178 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.177326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.177326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.177326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.177326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997802}, "timestamp": {"timestamp": 1680264345.177326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.177326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.177326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.177326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052327871322631836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.44342160224915 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003827605736969074 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013323880759711364 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024895668029785156 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1484 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.237064 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.2377789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.2377789 +} +kpi_value { + floatVal: 0.999780655 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.2377789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.2377789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.2377789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.237779}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978065}, "timestamp": {"timestamp": 1680264345.237779}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.237779}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.237779}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.237779}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029035091400146484 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.47982573509216 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000382615868958585 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013319510498618456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031108856201171875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1485 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.274148 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.275084 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.275084 +} +kpi_value { + floatVal: 0.999781132 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.275084 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.275084 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.275084 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.275084}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978113}, "timestamp": {"timestamp": 1680264345.275084}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.275084}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.275084}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.275084}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06076359748840332 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.55029392242432 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1597.0}, {"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: 0.00038251371629295487 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013315086269269662 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025246001314371824 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018737316131591797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1486 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.344415 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.3447571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.3447571 +} +kpi_value { + floatVal: 0.999781668 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.3447571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.3447571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.3447571 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.344757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978167}, "timestamp": {"timestamp": 1680264345.344757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.344757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.344757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.344757}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046549081802368164 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.60445928573608 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003824068543237522 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013310672095664883 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025243498384952545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004225730895996094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1487 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.400654 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.401243 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.401243 +} +kpi_value { + floatVal: 0.999782145 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.401243 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.401243 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.401243 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.401243}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978215}, "timestamp": {"timestamp": 1680264345.401243}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.401243}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.401243}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.401243}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058370113372802734 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.67281866073608 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1192.0}, {"feature": 8.0}, {"feature": 1644.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038251253585825593 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013306261077567641 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025246001314371824 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030786991119384766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1488 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.466981 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.4678431 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.4678431 +} +kpi_value { + floatVal: 0.999782622 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.4678431 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.4678431 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.4678431 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.467843}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997826}, "timestamp": {"timestamp": 1680264345.467843}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.467843}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.467843}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.467843}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05244326591491699 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.73470997810364 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003824488410668021 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001330181483191996 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025248504243791103 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025069713592529297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1489 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.529186 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.5296819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.5296819 +} +kpi_value { + floatVal: 0.999783099 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.5296819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.5296819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.5296819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.529682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997831}, "timestamp": {"timestamp": 1680264345.529682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.529682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.529682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.529682}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04519820213317871 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.78837537765503 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1273.0}, {"feature": 7.0}, {"feature": 1405.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038255813247180427 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013297417262508758 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025254153297282755 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0071027278900146484 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1490 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.587872 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.5894289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.5894289 +} +kpi_value { + floatVal: 0.999783576 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.5894289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.5894289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.5894289 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.589429}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997836}, "timestamp": {"timestamp": 1680264345.589429}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.589429}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.589429}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.589429}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07947301864624023 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.88403606414795 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003825340150323922 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013292960546624972 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002525980235077441 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002936840057373047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1491 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.679108 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.679611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.679611 +} +kpi_value { + floatVal: 0.999784052 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.679611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.679611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.679611 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.679611}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978405}, "timestamp": {"timestamp": 1680264345.679611}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.679611}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.679611}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.679611}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053429365158081055 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 217.94656109809875 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"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: 0.0003825358347108977 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013288505073021006 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025259950780309737 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005033731460571289 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1492 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.744046 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.7451811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.7451811 +} +kpi_value { + floatVal: 0.999784529 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.7451811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.7451811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.7451811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.745181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997845}, "timestamp": {"timestamp": 1680264345.745181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.745181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.745181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.745181}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06877779960632324 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.0282461643219 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1597.0}, {"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: 0.00038254015363362346 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013284054162717518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025260099209845066 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003130674362182617 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1493 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.823377 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.823842 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.823842 +} +kpi_value { + floatVal: 0.999785 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.823842 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.823842 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.823842 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.823842}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999785}, "timestamp": {"timestamp": 1680264345.823842}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.823842}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.823842}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.823842}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0665128231048584 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.10348749160767 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"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: 0.0003825587037295587 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013279609551624532 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526099851820618 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004324197769165039 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1494 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.899557 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.900898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.900898 +} +kpi_value { + floatVal: 0.999785483 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.900898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.900898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.900898 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.900898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997855}, "timestamp": {"timestamp": 1680264345.900898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.900898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.900898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.900898}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05340170860290527 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.16850519180298 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1273.0}, {"feature": 7.0}, {"feature": 1405.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003827854410439954 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013275456749987362 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003573179244995117 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1495 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:45.964553 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264345.964968 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264345.964968 +} +kpi_value { + floatVal: 0.9997859 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264345.964968 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264345.964968 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264345.964968 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.964968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997859}, "timestamp": {"timestamp": 1680264345.964968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.964968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.964968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264345.964968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06193208694458008 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.24024152755737 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003827748197488198 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013271019659478374 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002528834738768637 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036649703979492188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1496 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.035096 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.036063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.036063 +} +kpi_value { + floatVal: 0.999786377 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.036063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.036063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.036063 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.036063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997864}, "timestamp": {"timestamp": 1680264346.036063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.036063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.036063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.036063}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0562596321105957 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.30593490600586 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"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: 0.00038266598420253715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013266653166298758 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002526189782656729 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021674633026123047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1497 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.098763 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.099062 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.099062 +} +kpi_value { + floatVal: 0.999786854 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.099062 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.099062 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.099062 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.099062}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978685}, "timestamp": {"timestamp": 1680264346.099062}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.099062}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.099062}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.099062}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05419754981994629 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.36667776107788 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1597.0}, {"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: 0.0003826904448043948 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013262227681995304 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002528834738768637 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005280017852783203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1498 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.166871 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.167094 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.167094 +} +kpi_value { + floatVal: 0.999787331 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.167094 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.167094 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.167094 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.167094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978733}, "timestamp": {"timestamp": 1680264346.167094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.167094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.167094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.167094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04750990867614746 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.4284827709198 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"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: 0.00038261039114511854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001325783945757697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002531479694880545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002599477767944336 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1499 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.221849 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.222239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.222239 +} +kpi_value { + floatVal: 0.999787748 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.222239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.222239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.222239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.222239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978775}, "timestamp": {"timestamp": 1680264346.222239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.222239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.222239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.222239}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04820418357849121 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.48414659500122 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1273.0}, {"feature": 8.0}, {"feature": 1428.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003825800382376959 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001325342465104327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002533384831622243 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028676986694335938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1500 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.277678 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.27803 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.27803 +} +kpi_value { + floatVal: 0.999788225 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.27803 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.27803 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.27803 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.27803}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997882}, "timestamp": {"timestamp": 1680264346.27803}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.27803}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.27803}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.27803}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03752470016479492 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.52895212173462 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038248456584576325 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013249060648475336 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002531479694880545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002361297607421875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1501 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.322458 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.32292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.32292 +} +kpi_value { + floatVal: 0.999788702 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.32292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.32292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.32292 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.32292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997887}, "timestamp": {"timestamp": 1680264346.32292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.32292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.32292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.32292}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023612022399902344 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.56009817123413 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1273.0}, {"feature": 8.0}, {"feature": 1428.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003823764929061163 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001324471562369738 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002528834738768637 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020699501037597656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1502 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.352804 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.353229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.353229 +} +kpi_value { + floatVal: 0.999789119 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.353229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.353229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.353229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.353229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997891}, "timestamp": {"timestamp": 1680264346.353229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.353229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.353229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.353229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022765398025512695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.5895082950592 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038235146728612566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013240312349863434 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002531479694880545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.036721229553222656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1503 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.424801 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.4253089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.4253089 +} +kpi_value { + floatVal: 0.999789596 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.4253089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.4253089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.4253089 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.425309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997896}, "timestamp": {"timestamp": 1680264346.425309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.425309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.425309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.425309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026972293853759766 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.6658787727356 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003822862362288474 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013235934077629847 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002533384831622243 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021369457244873047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1504 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.460541 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.4607861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.4607861 +} +kpi_value { + floatVal: 0.99979 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.4607861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.4607861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.4607861 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.460786}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979}, "timestamp": {"timestamp": 1680264346.460786}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.460786}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.460786}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.460786}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06197237968444824 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.73613834381104 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003822562533455508 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013231541135859841 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025352899683639407 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002504110336303711 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1505 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.542538 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.542841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.542841 +} +kpi_value { + floatVal: 0.99979049 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.542841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.542841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.542841 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.542841}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997905}, "timestamp": {"timestamp": 1680264346.542841}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.542841}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.542841}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.542841}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03964567184448242 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.7960455417633 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"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: 0.00038221275848540593 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013227158227003932 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006472349166870117 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.594522 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.5947609 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.5947609 +} +kpi_value { + floatVal: 0.999790907 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.5947609 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.5947609 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.5947609 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.594761}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997909}, "timestamp": {"timestamp": 1680264346.594761}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.594761}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.594761}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.594761}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03303241729736328 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.84113430976868 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003821599802747616 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013222784788859856 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021483898162841797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1507 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.636121 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.636368 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.636368 +} +kpi_value { + floatVal: 0.999791384 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.636368 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.636368 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.636368 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.636368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997914}, "timestamp": {"timestamp": 1680264346.636368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.636368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.636368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.636368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03979229927062988 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.8895287513733 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"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: 0.00038204642591086423 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013218473353304285 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018305778503417969 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1508 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.681911 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.6823051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.6823051 +} +kpi_value { + floatVal: 0.999791801 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.6823051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.6823051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.6823051 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.682305}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997918}, "timestamp": {"timestamp": 1680264346.682305}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.682305}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.682305}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.682305}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02713799476623535 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.92262744903564 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 7.0}, {"feature": 1449.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 6.0}, {"feature": 1743.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003820755687539791 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001321409759508444 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019431114196777344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1509 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.715655 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.7158971 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.7158971 +} +kpi_value { + floatVal: 0.999792278 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.7158971 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.7158971 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.7158971 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.715897}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997923}, "timestamp": {"timestamp": 1680264346.715897}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.715897}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.715897}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.715897}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03680276870727539 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 218.96595692634583 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003821294114459306 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013209737899832286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005347251892089844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1510 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.762431 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.762676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.762676 +} +kpi_value { + floatVal: 0.999792695 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.762676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.762676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.762676 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.762676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997927}, "timestamp": {"timestamp": 1680264346.762676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.762676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.762676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.762676}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0444943904876709 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.0204463005066 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00038204242572870075 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013205409246311705 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002344846725463867 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1511 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.813685 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.81389 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.81389 +} +kpi_value { + floatVal: 0.999793112 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.81389 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.81389 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.81389 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.81389}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997931}, "timestamp": {"timestamp": 1680264346.81389}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.81389}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.81389}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.81389}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0680701732635498 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.0955650806427 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 7.0}, {"feature": 1449.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 6.0}, {"feature": 1743.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003819813989654119 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013201062969980673 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001809835433959961 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1512 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.887785 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.88798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.88798 +} +kpi_value { + floatVal: 0.999793589 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.88798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.88798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.88798 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.88798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997936}, "timestamp": {"timestamp": 1680264346.88798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.88798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.88798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.88798}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03500199317932129 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.13649082183838 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"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: 0.00038199750773494195 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013196701189859552 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029764175415039062 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1513 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.937999 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.938277 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.938277 +} +kpi_value { + floatVal: 0.999794 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.938277 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.938277 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.938277 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.938277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999794}, "timestamp": {"timestamp": 1680264346.938277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.938277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.938277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.938277}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02971816062927246 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.18131351470947 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038189651401340715 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013192400735408236 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023233890533447266 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1514 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:46.975486 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264346.9757681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264346.9757681 +} +kpi_value { + floatVal: 0.999794424 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264346.9757681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264346.9757681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264346.9757681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.975768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997944}, "timestamp": {"timestamp": 1680264346.975768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.975768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.975768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264346.975768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06332230567932129 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.2524516582489 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038184317243024216 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013188062421350933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002288341522216797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1515 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.049056 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.0494461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.0494461 +} +kpi_value { + floatVal: 0.999794841 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.0494461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.0494461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.0494461 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.049446}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979484}, "timestamp": {"timestamp": 1680264347.049446}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.049446}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.049446}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.049446}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02859044075012207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.29152274131775 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"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: 0.00038174513008201 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013183767308558795 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022242069244384766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1516 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.085033 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.0852661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.0852661 +} +kpi_value { + floatVal: 0.999795258 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.0852661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.0852661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.0852661 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.085266}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979526}, "timestamp": {"timestamp": 1680264347.085266}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.085266}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.085266}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.085266}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06267929077148438 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.36132669448853 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2076.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000381768423337649 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013179424370884964 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.07982611656188965 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1517 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.232510 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.232754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.232754 +} +kpi_value { + floatVal: 0.999795735 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.232754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.232754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.232754 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.232754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979573}, "timestamp": {"timestamp": 1680264347.232754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.232754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.232754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.232754}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03351163864135742 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.47951984405518 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038168895862351155 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001317511896068974 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019621849060058594 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.276495 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.276778 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.276778 +} +kpi_value { + floatVal: 0.999796152 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.276778 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.276778 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.276778 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.276778}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979615}, "timestamp": {"timestamp": 1680264347.276778}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.276778}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.276778}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.276778}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03494596481323242 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.52495574951172 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038161273745892274 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013170814952493176 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002066373825073242 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1519 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.321241 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.3215549 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.3215549 +} +kpi_value { + floatVal: 0.999796569 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.3215549 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.3215549 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.3215549 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.321555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979657}, "timestamp": {"timestamp": 1680264347.321555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.321555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.321555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.321555}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04192018508911133 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.57721376419067 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"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: 0.00038152894749624754 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013166522233483207 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003228425979614258 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1520 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.372467 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.3732071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.3732071 +} +kpi_value { + floatVal: 0.999797 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.3732071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.3732071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.3732071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.373207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999797}, "timestamp": {"timestamp": 1680264347.373207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.373207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.373207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.373207}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03207588195800781 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.62570428848267 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"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: 0.0003814615221525114 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013162219526641093 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024878978729248047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1521 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.421173 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.421437 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.421437 +} +kpi_value { + floatVal: 0.999797404 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.421437 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.421437 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.421437 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.421437}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997974}, "timestamp": {"timestamp": 1680264347.421437}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.421437}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.421437}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.421437}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04489755630493164 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.67961978912354 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038140276687112046 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013157914781054582 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021932125091552734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1522 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.472685 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.4729681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.4729681 +} +kpi_value { + floatVal: 0.999797821 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.4729681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.4729681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.4729681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.472968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997978}, "timestamp": {"timestamp": 1680264347.472968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.472968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.472968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.472968}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022765636444091797 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.70898485183716 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003813143632067728 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013153639550827372 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018055438995361328 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1523 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.501350 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.5015659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.5015659 +} +kpi_value { + floatVal: 0.999798238 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.5015659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.5015659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.5015659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.501566}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979824}, "timestamp": {"timestamp": 1680264347.501566}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.501566}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.501566}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.501566}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04296708106994629 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.75780391693115 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038121842335099283 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001314937664861591 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020346641540527344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1524 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.551184 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.5514059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.5514059 +} +kpi_value { + floatVal: 0.999798656 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.5514059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.5514059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.5514059 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.551406}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979866}, "timestamp": {"timestamp": 1680264347.551406}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.551406}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.551406}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.551406}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058577537536621094 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.82332706451416 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"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: 0.0003811253587806933 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013145114877111555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002187013626098633 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1525 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.618798 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.619036 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.619036 +} +kpi_value { + floatVal: 0.999799073 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.619036 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.619036 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.619036 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.619036}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997991}, "timestamp": {"timestamp": 1680264347.619036}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.619036}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.619036}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.619036}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04151511192321777 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.87382864952087 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.00038106256694963805 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001314083000013241 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003232717514038086 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1526 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.668540 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.6689911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.6689911 +} +kpi_value { + floatVal: 0.99979949 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.6689911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.6689911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.6689911 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.668991}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997995}, "timestamp": {"timestamp": 1680264347.668991}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.668991}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.668991}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.668991}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04603004455566406 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.92807412147522 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1597.0}, {"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: 0.0003809989758595805 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013136549957106854 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018901824951171875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1527 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.727456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.7277679 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.7277679 +} +kpi_value { + floatVal: 0.999799848 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.7277679 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.7277679 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.7277679 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.727768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979985}, "timestamp": {"timestamp": 1680264347.727768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.727768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.727768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.727768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05213737487792969 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 219.99308371543884 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003809872886692588 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013132251438418216 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029349327087402344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1528 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.787398 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.78776 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.78776 +} +kpi_value { + floatVal: 0.999800265 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.78776 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.78776 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.78776 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.78776}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980026}, "timestamp": {"timestamp": 1680264347.78776}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.78776}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.78776}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.78776}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027453899383544922 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.0283133983612 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"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: 0.000380852063525434 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013128062760401674 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002621889114379883 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1529 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.826067 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.8268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.8268 +} +kpi_value { + floatVal: 0.999800682 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.8268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.8268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.8268 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.8268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998007}, "timestamp": {"timestamp": 1680264347.8268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.8268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.8268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.8268}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03570723533630371 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.07627606391907 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003808034654688455 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013123785600602878 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002748727798461914 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1530 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.870652 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.871417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.871417 +} +kpi_value { + floatVal: 0.999801099 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.871417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.871417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.871417 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.871417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998011}, "timestamp": {"timestamp": 1680264347.871417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.871417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.871417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.871417}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041838884353637695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.1273913383484 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038069713205904506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013119564812921385 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004663705825805664 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1531 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.923549 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.924258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.924258 +} +kpi_value { + floatVal: 0.999801517 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.924258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.924258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.924258 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.924258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998015}, "timestamp": {"timestamp": 1680264347.924258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.924258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.924258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.924258}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03543519973754883 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.1735496520996 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038059339373781013 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013115345083993194 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015530586242675781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1532 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:47.970028 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264347.9703929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264347.9703929 +} +kpi_value { + floatVal: 0.999801874 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264347.9703929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264347.9703929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264347.9703929 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.970393}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998019}, "timestamp": {"timestamp": 1680264347.970393}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.970393}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.970393}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264347.970393}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05233144760131836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.23719382286072 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038061413450885884 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013111069226553998 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026302337646484375 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1533 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.079212 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.0799761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.0799761 +} +kpi_value { + floatVal: 0.999802291 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.0799761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.0799761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.0799761 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.079976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998023}, "timestamp": {"timestamp": 1680264348.079976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.079976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.079976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.079976}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03364253044128418 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.32764196395874 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"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: 0.00038058649102891304 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013106799508147292 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024237632751464844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1534 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.121593 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.122231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.122231 +} +kpi_value { + floatVal: 0.999802709 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.122231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.122231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.122231 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.122231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998027}, "timestamp": {"timestamp": 1680264348.122231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.122231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.122231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.122231}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048597097396850586 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.38412976264954 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003805166229845331 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013102558072494424 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024819374084472656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1535 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.181305 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.1818161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.1818161 +} +kpi_value { + floatVal: 0.999803066 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.1818161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.1818161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.1818161 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.181816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980307}, "timestamp": {"timestamp": 1680264348.181816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.181816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.181816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.181816}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04310464859008789 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.4379689693451 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003804015307954008 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013098369838959545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022139549255371094 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1536 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.230615 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.2311749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.2311749 +} +kpi_value { + floatVal: 0.999803483 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.2311749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.2311749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.2311749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.231175}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998035}, "timestamp": {"timestamp": 1680264348.231175}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.231175}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.231175}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.231175}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03459358215332031 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.47880721092224 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00038025509647112495 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001309423389515689 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017881393432617188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1537 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.273804 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.2740941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.2740941 +} +kpi_value { + floatVal: 0.999803841 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.2740941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.2740941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.2740941 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.274094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980384}, "timestamp": {"timestamp": 1680264348.274094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.274094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.274094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.274094}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04846024513244629 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.53578352928162 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.0003801475151339655 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013090044248059976 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016703605651855469 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1538 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.329098 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.329309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.329309 +} +kpi_value { + floatVal: 0.999804258 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.329309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.329309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.329309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.329309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980426}, "timestamp": {"timestamp": 1680264348.329309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.329309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.329309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.329309}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02608323097229004 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.5686333179474 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.00038000481046465137 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013085910455351494 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014829635620117188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1539 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.361468 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.361712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.361712 +} +kpi_value { + floatVal: 0.999804676 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.361712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.361712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.361712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.361712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998047}, "timestamp": {"timestamp": 1680264348.361712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.361712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.361712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.361712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026397705078125 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.60134959220886 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037992604110123856 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013081697590403075 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019006729125976562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1540 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.425164 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.4253681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.4253681 +} +kpi_value { + floatVal: 0.999805033 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.4253681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.4253681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.4253681 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.425368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980503}, "timestamp": {"timestamp": 1680264348.425368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.425368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.425368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.425368}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05752110481262207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.69626212120056 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037984250635839394 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013077493440056347 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001728057861328125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1541 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.494095 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.494544 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.494544 +} +kpi_value { + floatVal: 0.99980545 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.494544 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.494544 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.494544 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.494544}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980545}, "timestamp": {"timestamp": 1680264348.494544}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.494544}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.494544}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.494544}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03188776969909668 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.73955059051514 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 400.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.00037972977772673976 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013073327215557314 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018031597137451172 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1542 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.541505 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.541723 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.541723 +} +kpi_value { + floatVal: 0.999805808 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.541723 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.541723 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.541723 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.541723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998058}, "timestamp": {"timestamp": 1680264348.541723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.541723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.541723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.541723}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08123898506164551 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.83620810508728 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037964320302037345 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013069134411904883 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016748905181884766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1543 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.628527 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.6287391 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.6287391 +} +kpi_value { + floatVal: 0.999806166 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.6287391 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.6287391 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.6287391 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.628739}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980617}, "timestamp": {"timestamp": 1680264348.628739}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.628739}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.628739}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.628739}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035417795181274414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.8774790763855 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003795533984932093 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013064949117720843 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020949840545654297 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1544 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.671552 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.6717939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.6717939 +} +kpi_value { + floatVal: 0.999806583 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.6717939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.6717939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.6717939 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.671794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998066}, "timestamp": {"timestamp": 1680264348.671794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.671794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.671794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.671794}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06033754348754883 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 220.94538521766663 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037953009532047227 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013060723504278087 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002540111541748047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1545 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.740303 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.740521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.740521 +} +kpi_value { + floatVal: 0.999806941 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.740521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.740521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.740521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.740521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980694}, "timestamp": {"timestamp": 1680264348.740521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.740521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.740521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.740521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061067819595336914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.01609086990356 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037948429510105804 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013056511194639033 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003110170364379883 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1546 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.810887 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.8111269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.8111269 +} +kpi_value { + floatVal: 0.999807358 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.8111269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.8111269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.8111269 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.811127}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980736}, "timestamp": {"timestamp": 1680264348.811127}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.811127}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.811127}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.811127}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029250621795654297 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.05553603172302 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003793729561665195 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013052363982166235 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039038658142089844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.852007 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.8546669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.8546669 +} +kpi_value { + floatVal: 0.999807715 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.8546669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.8546669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.8546669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.854667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998077}, "timestamp": {"timestamp": 1680264348.854667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.854667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.854667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.854667}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02835845947265625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.09510207176208 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"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: 0.00037931593229605527 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013048166697585553 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029969215393066406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1548 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.889436 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.890326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.890326 +} +kpi_value { + floatVal: 0.999808073 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.890326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.890326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.890326 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.890326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998081}, "timestamp": {"timestamp": 1680264348.890326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.890326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.890326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.890326}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05653572082519531 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.15948963165283 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037922242557445965 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013044006096254522 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021271705627441406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1549 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.959486 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.959712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.959712 +} +kpi_value { + floatVal: 0.999808431 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.959712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.959712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.959712 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.959712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980843}, "timestamp": {"timestamp": 1680264348.959712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.959712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.959712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.959712}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027696609497070312 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.2007851600647 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"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: 0.00037916089306705664 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001303982016190978 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026862621307373047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1550 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:48.995375 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264348.9960439 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264348.9960439 +} +kpi_value { + floatVal: 0.999808848 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264348.9960439 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264348.9960439 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264348.9960439 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.996044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980885}, "timestamp": {"timestamp": 1680264348.996044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.996044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.996044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264348.996044}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05528736114501953 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.26475596427917 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"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: 0.0003791011020323222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013035637056628853 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023109912872314453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1551 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.057965 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.0584 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.0584 +} +kpi_value { + floatVal: 0.999809206 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.0584 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.0584 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.0584 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.0584}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998092}, "timestamp": {"timestamp": 1680264349.0584}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.0584}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.0584}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.0584}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028496265411376953 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.30002999305725 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 1044.0}, {"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: 0.0003791310903664256 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013031442106313134 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0316925048828125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1552 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.125052 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.12608 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.12608 +} +kpi_value { + floatVal: 0.999809563 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.12608 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.12608 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.12608 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.12608}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980956}, "timestamp": {"timestamp": 1680264349.12608}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.12608}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.12608}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.12608}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048958778381347656 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.38758277893066 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003790715133623776 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013027267003129146 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026657581329345703 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1553 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.230543 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.230783 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.230783 +} +kpi_value { + floatVal: 0.999809921 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.230783 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.230783 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.230783 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.230783}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998099}, "timestamp": {"timestamp": 1680264349.230783}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.230783}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.230783}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.230783}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025279521942138672 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.46944737434387 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037899903684586017 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013023106121269308 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027761459350585938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1554 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.267556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.268229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.268229 +} +kpi_value { + floatVal: 0.999806166 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.268229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.268229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.268229 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.268229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980617}, "timestamp": {"timestamp": 1680264349.268229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.268229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.268229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.268229}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05994153022766113 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.5414116382599 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003789346522525839 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013018942694458448 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023446083068847656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1555 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.335551 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.3359489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.3359489 +} +kpi_value { + floatVal: 0.999801636 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.3359489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.3359489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.3359489 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.335949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980164}, "timestamp": {"timestamp": 1680264349.335949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.335949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.335949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.335949}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03112959861755371 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.58021211624146 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 1044.0}, {"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: 0.0003788424802436505 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013014809310195083 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003445148468017578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1556 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.376466 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.3767819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.3767819 +} +kpi_value { + floatVal: 0.999802053 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.3767819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.3767819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.3767819 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.376782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99980205}, "timestamp": {"timestamp": 1680264349.376782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.376782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.376782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.376782}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021976470947265625 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.61230373382568 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037874799761137586 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013010682568973257 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00243377685546875 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1557 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.436977 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.4373021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.4373021 +} +kpi_value { + floatVal: 0.999802411 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.4373021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.4373021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.4373021 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.437302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998024}, "timestamp": {"timestamp": 1680264349.437302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.437302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.437302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.437302}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02337360382080078 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.67439603805542 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003786450322921865 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001300656991195541 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018982887268066406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1558 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.532837 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.533082 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.533082 +} +kpi_value { + floatVal: 0.999798715 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.533082 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.533082 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.533082 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.533082}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997987}, "timestamp": {"timestamp": 1680264349.533082}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.533082}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.533082}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.533082}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023916006088256836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.77021861076355 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003785156865390358 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013002498030773282 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015232563018798828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1559 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.562222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.562449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.562449 +} +kpi_value { + floatVal: 0.999795 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.562449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.562449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.562449 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.562449}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999795}, "timestamp": {"timestamp": 1680264349.562449}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.562449}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.562449}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.562449}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06102299690246582 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.8368136882782 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037846000083775907 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012998348491211362 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002016782760620117 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1560 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.629627 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.6298749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.6298749 +} +kpi_value { + floatVal: 0.999790549 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.6298749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.6298749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.6298749 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.629875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979055}, "timestamp": {"timestamp": 1680264349.629875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.629875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.629875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.629875}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028933048248291016 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.87206602096558 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037831620135434657 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012994308480439808 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014760494232177734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1561 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.664068 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.664283 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.664283 +} +kpi_value { + floatVal: 0.999786317 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.664283 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.664283 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.664283 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.664283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997863}, "timestamp": {"timestamp": 1680264349.664283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.664283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.664283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.664283}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026865482330322266 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.90436935424805 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003782052601295286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001299022225563697 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.028592824935913086 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1562 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.723379 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.7236321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.7236321 +} +kpi_value { + floatVal: 0.999786735 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.7236321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.7236321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.7236321 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.723632}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978673}, "timestamp": {"timestamp": 1680264349.723632}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.723632}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.723632}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.723632}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03961610794067383 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 221.97646570205688 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003781242202848234 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012986105546934368 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001734018325805664 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1563 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.769456 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.769717 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.769717 +} +kpi_value { + floatVal: 0.999787152 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.769717 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.769717 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.769717 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.769717}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978715}, "timestamp": {"timestamp": 1680264349.769717}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.769717}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.769717}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.769717}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04285764694213867 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.02577090263367 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003780040756294318 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012982040210161021 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005429267883300781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.822153 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.8223441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.8223441 +} +kpi_value { + floatVal: 0.999787569 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.8223441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.8223441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.8223441 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.822344}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978757}, "timestamp": {"timestamp": 1680264349.822344}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.822344}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.822344}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.822344}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022925853729248047 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.05852437019348 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037784256251564564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012978049117320734 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016148090362548828 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1565 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.850457 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.850666 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.850666 +} +kpi_value { + floatVal: 0.999788 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.850666 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.850666 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.850666 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.850666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999788}, "timestamp": {"timestamp": 1680264349.850666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.850666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.850666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.850666}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021291494369506836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.08527445793152 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037769343189408676 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012974038897664267 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015769004821777344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.877337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.87768 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.87768 +} +kpi_value { + floatVal: 0.999788344 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.87768 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.87768 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.87768 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.87768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978834}, "timestamp": {"timestamp": 1680264349.87768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.87768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.87768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.87768}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05520915985107422 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.1461808681488 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003776349210945251 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012969919135008834 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023682117462158203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1567 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.939406 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.939647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.939647 +} +kpi_value { + floatVal: 0.999788761 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.939647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.939647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.939647 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.939647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978876}, "timestamp": {"timestamp": 1680264349.939647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.939647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.939647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.939647}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02262139320373535 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.17568564414978 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037752890966658015 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012965850571021549 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018177032470703125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1568 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.968821 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.9690659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.9690659 +} +kpi_value { + floatVal: 0.999789178 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.9690659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.9690659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.9690659 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.969066}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997892}, "timestamp": {"timestamp": 1680264349.969066}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.969066}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.969066}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.969066}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025236129760742188 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.20759987831116 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42030:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42030", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003774296497160995 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001296177762263661 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025352899683639407 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016131401062011719 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1569 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:49.999776 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264349.999995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264349.999995 +} +kpi_value { + floatVal: 0.999789536 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264349.999995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264349.999995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264349.999995 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.999995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978954}, "timestamp": {"timestamp": 1680264349.999995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.999995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.999995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264349.999995}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04560708999633789 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42030:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42030', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.25886845588684 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037736234675564916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012957676434693398 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016007423400878906 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1570 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.051721 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.05195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.05195 +} +kpi_value { + floatVal: 0.999789953 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.05195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.05195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.05195 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.05195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978995}, "timestamp": {"timestamp": 1680264350.05195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.05195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.05195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.05195}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04097390174865723 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.30611276626587 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037723827015141405 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012953645051571653 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025352899683639407 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015490055084228516 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1571 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.098603 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.098856 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.098856 +} +kpi_value { + floatVal: 0.999790311 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.098856 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.098856 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.098856 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.098856}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997903}, "timestamp": {"timestamp": 1680264350.098856}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.098856}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.098856}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.098856}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036733388900756836 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.34881138801575 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 588.0}, {"feature": 6.0}, {"feature": 789.0}, {"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: 0.00037720663320899966 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012949530351312102 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024421215057373047 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1572 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.150254 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.1505139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.1505139 +} +kpi_value { + floatVal: 0.999790728 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.1505139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.1505139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.1505139 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.150514}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997907}, "timestamp": {"timestamp": 1680264350.150514}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.150514}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.150514}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.150514}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03723430633544922 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.40100121498108 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003772276843032395 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012945416198629218 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003943204879760742 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1573 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.196430 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.19747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.19747 +} +kpi_value { + floatVal: 0.999791145 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.19747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.19747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.19747 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.19747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979115}, "timestamp": {"timestamp": 1680264350.19747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.19747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.19747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.19747}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06409692764282227 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.47500872612 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037718951486002565 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012941312132625817 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021240711212158203 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1574 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.268385 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.2685781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.2685781 +} +kpi_value { + floatVal: 0.999791503 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.2685781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.2685781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.2685781 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.268578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997915}, "timestamp": {"timestamp": 1680264350.268578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.268578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.268578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.268578}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048250436782836914 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.53121542930603 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037709847262631805 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00129372535491518 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023474693298339844 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1575 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.324916 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.3251691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.3251691 +} +kpi_value { + floatVal: 0.99979192 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.3251691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.3251691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.3251691 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.325169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997919}, "timestamp": {"timestamp": 1680264350.325169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.325169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.325169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.325169}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03624582290649414 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.57462525367737 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037700755098836995 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012933198775389445 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001970529556274414 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.367303 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.367506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.367506 +} +kpi_value { + floatVal: 0.999792278 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.367506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.367506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.367506 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.367506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997923}, "timestamp": {"timestamp": 1680264350.367506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.367506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.367506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.367506}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02310347557067871 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.60387778282166 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003769023641935073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012929164988870268 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025352899683639407 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019948482513427734 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1577 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.401145 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.4013541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.4013541 +} +kpi_value { + floatVal: 0.999792635 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.4013541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.4013541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.4013541 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.401354}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979264}, "timestamp": {"timestamp": 1680264350.401354}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.401354}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.401354}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.401354}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05413389205932617 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.66890120506287 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003768749470088905 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001292507223182965 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025320053100585938 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1578 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.464222 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.4645591 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.4645591 +} +kpi_value { + floatVal: 0.999793053 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.4645591 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.4645591 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.4645591 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.464559}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979305}, "timestamp": {"timestamp": 1680264350.464559}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.464559}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.464559}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.464559}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06523561477661133 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.74315524101257 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003768606285034945 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001292098003242656 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002312898635864258 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1579 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.574744 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.575083 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.575083 +} +kpi_value { + floatVal: 0.999788761 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.575083 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.575083 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.575083 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.575083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978876}, "timestamp": {"timestamp": 1680264350.575083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.575083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.575083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.575083}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03223872184753418 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.82044911384583 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003767774673178792 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012916932737756894 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002535940147936344 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002207040786743164 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1580 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.617384 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.617697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.617697 +} +kpi_value { + floatVal: 0.999789119 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.617697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.617697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.617697 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.617697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997891}, "timestamp": {"timestamp": 1680264350.617697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.617697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.617697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.617697}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04372715950012207 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.87494564056396 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003767514923203956 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012912851167900998 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029265880584716797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1581 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.670805 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.671155 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.671155 +} +kpi_value { + floatVal: 0.999789536 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.671155 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.671155 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.671155 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.671155}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99978954}, "timestamp": {"timestamp": 1680264350.671155}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.671155}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.671155}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.671155}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04405069351196289 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.92846035957336 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037668447431727926 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012908796847733584 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002084970474243164 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1582 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.721648 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.721957 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.721957 +} +kpi_value { + floatVal: 0.999789894 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.721957 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.721957 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.721957 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.721957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997899}, "timestamp": {"timestamp": 1680264350.721957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.721957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.721957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.721957}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030622482299804688 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 222.96586751937866 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003765849749582972 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012904779566122416 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025365903275087476 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024814605712890625 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1583 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.759481 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.759835 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.759835 +} +kpi_value { + floatVal: 0.999790251 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.759835 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.759835 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.759835 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.759835}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979025}, "timestamp": {"timestamp": 1680264350.759835}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.759835}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.759835}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.759835}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03276562690734863 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.00581789016724 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 588.0}, {"feature": 7.0}, {"feature": 1178.0}, {"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: 0.00037652963786086093 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012900724232149888 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002537660184316337 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019142627716064453 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1584 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.800018 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.800281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.800281 +} +kpi_value { + floatVal: 0.999790668 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.800281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.800281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.800281 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.800281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979067}, "timestamp": {"timestamp": 1680264350.800281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.800281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.800281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.800281}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05981183052062988 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.07326579093933 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003765999970807803 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012896684362079598 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004904747009277344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1585 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.870564 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.8722379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.8722379 +} +kpi_value { + floatVal: 0.999791 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.8722379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.8722379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.8722379 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.872238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999791}, "timestamp": {"timestamp": 1680264350.872238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.872238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.872238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.872238}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06481385231018066 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.15147042274475 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.0003765665033913228 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001289262482725853 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003495454788208008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1586 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.946956 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.947753 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.947753 +} +kpi_value { + floatVal: 0.999791443 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.947753 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.947753 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.947753 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.947753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979144}, "timestamp": {"timestamp": 1680264350.947753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.947753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.947753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.947753}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03647494316101074 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.19790029525757 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 966.0}, {"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: 0.00037644793342261396 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012888648738699075 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025387300411239266 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018057823181152344 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1587 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:50.993314 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264350.993623 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264350.993623 +} +kpi_value { + floatVal: 0.999791801 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264350.993623 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264350.993623 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264350.993623 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.993623}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997918}, "timestamp": {"timestamp": 1680264350.993623}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.993623}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.993623}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264350.993623}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02332329750061035 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.23547172546387 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"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: 0.00037638908268248085 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012884611290308846 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025389398797415197 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002728700637817383 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1588 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.028963 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.0296309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.0296309 +} +kpi_value { + floatVal: 0.999792159 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.0296309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.0296309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.0296309 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.029631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979216}, "timestamp": {"timestamp": 1680264351.029631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.029631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.029631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.029631}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031151771545410156 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.274427652359 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003763344104793286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012880574763272246 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002539149718359113 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025091171264648438 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1589 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.072650 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.073271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.073271 +} +kpi_value { + floatVal: 0.999792576 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.073271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.073271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.073271 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.073271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997926}, "timestamp": {"timestamp": 1680264351.073271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.073271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.073271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.073271}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03766918182373047 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.32382440567017 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2050.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037631833162188013 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012876525226158016 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002837657928466797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1590 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.117775 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.118521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.118521 +} +kpi_value { + floatVal: 0.999792933 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.118521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.118521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.118521 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.118521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979293}, "timestamp": {"timestamp": 1680264351.118521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.118521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.118521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.118521}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04300522804260254 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.37633562088013 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037631724280902867 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001287247792072024 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004877567291259766 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1591 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.174431 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.1755071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.1755071 +} +kpi_value { + floatVal: 0.999793291 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.1755071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.1755071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.1755071 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.175507}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997933}, "timestamp": {"timestamp": 1680264351.175507}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.175507}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.175507}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.175507}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06861734390258789 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.45721769332886 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 588.0}, {"feature": 6.0}, {"feature": 789.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.00037626410886702647 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012868451874504657 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002329587936401367 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1592 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.251897 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.252295 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.252295 +} +kpi_value { + floatVal: 0.999793649 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.252295 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.252295 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.252295 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.252295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979365}, "timestamp": {"timestamp": 1680264351.252295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.252295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.252295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.252295}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03626656532287598 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.50207257270813 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003761869412145302 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012864449024553005 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002427339553833008 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1593 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.295427 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.295881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.295881 +} +kpi_value { + floatVal: 0.999794066 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.295881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.295881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.295881 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.295881}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979407}, "timestamp": {"timestamp": 1680264351.295881}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.295881}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.295881}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.295881}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029273033142089844 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.53895235061646 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 966.0}, {"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: 0.00037613199893624723 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012860431814669592 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025632381439208984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1594 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.332776 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.3333621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.3333621 +} +kpi_value { + floatVal: 0.999794424 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.3333621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.3333621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.3333621 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.333362}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997944}, "timestamp": {"timestamp": 1680264351.333362}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.333362}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.333362}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.333362}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025417327880859375 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.5722382068634 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 8.0}, {"feature": 1567.0}, {"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: 0.0003760404039253145 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012856451708634562 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022275447845458984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1595 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.365547 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.3659689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.3659689 +} +kpi_value { + floatVal: 0.999794781 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.3659689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.3659689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.3659689 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.365969}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997948}, "timestamp": {"timestamp": 1680264351.365969}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.365969}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.365969}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.365969}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06179547309875488 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.64176845550537 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037592547071250363 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012852505333403566 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025408348301425576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002157449722290039 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1596 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.434958 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.4351859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.4351859 +} +kpi_value { + floatVal: 0.999795139 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.4351859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.4351859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.4351859 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.435186}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979514}, "timestamp": {"timestamp": 1680264351.435186}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.435186}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.435186}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.435186}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04244565963745117 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.69103813171387 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037586965202922486 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001284850010174607 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025425199419260025 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020356178283691406 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1597 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.490073 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.5264151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.5264151 +} +kpi_value { + floatVal: 0.999795496 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.5264151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.5264151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.5264151 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.526415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997955}, "timestamp": {"timestamp": 1680264351.526415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.526415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.526415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.526415}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07549357414245605 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.77905464172363 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"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: 0.00037579825051823565 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012844510984782286 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002438068389892578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1598 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.574731 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.5750239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.5750239 +} +kpi_value { + floatVal: 0.999795854 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.5750239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.5750239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.5750239 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.575024}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979585}, "timestamp": {"timestamp": 1680264351.575024}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.575024}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.575024}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.575024}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06327199935913086 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.85183930397034 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"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: 0.00037574853051775334 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012840509319186576 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002481698989868164 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1599 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.645826 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.64627 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.64627 +} +kpi_value { + floatVal: 0.999796212 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.64627 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.64627 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.64627 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.64627}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997962}, "timestamp": {"timestamp": 1680264351.64627}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.64627}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.64627}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.64627}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027135848999023438 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.88638377189636 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 966.0}, {"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: 0.0003756836351749371 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012836522262868737 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543049631640315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002088785171508789 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1600 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.725255 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.725811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.725811 +} +kpi_value { + floatVal: 0.999796569 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.725811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.725811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.725811 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.725811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979657}, "timestamp": {"timestamp": 1680264351.725811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.725811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.725811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.725811}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03408622741699219 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 223.97293281555176 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037560629560091506 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012832550018072803 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019297599792480469 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1601 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.765945 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.7663381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.7663381 +} +kpi_value { + floatVal: 0.999797 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.7663381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.7663381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.7663381 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.766338}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999797}, "timestamp": {"timestamp": 1680264351.766338}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.766338}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.766338}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.766338}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08228826522827148 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.06207489967346 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:29727:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29727", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003756533266270717 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012828558029765256 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543049631640315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031366348266601562 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1602 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.857180 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.8577869 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.8577869 +} +kpi_value { + floatVal: 0.999797344 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.8577869 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.8577869 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.8577869 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.857787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979734}, "timestamp": {"timestamp": 1680264351.857787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.857787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.857787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.857787}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03576302528381348 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29727:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29727', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.10726070404053 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 8.0}, {"feature": 1567.0}, {"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: 0.0003755349059547376 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012824643571624546 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015990734100341797 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1603 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.899502 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.899797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.899797 +} +kpi_value { + floatVal: 0.999797702 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.899797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.899797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.899797 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.899797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997977}, "timestamp": {"timestamp": 1680264351.899797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.899797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.899797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.899797}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04613137245178223 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.15970540046692 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2050.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037546563918088006 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012820675236096008 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543049631640315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022530555725097656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1604 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:51.961198 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264351.9616721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264351.9616721 +} +kpi_value { + floatVal: 0.999798059 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264351.9616721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264351.9616721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264351.9616721 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.961672}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979806}, "timestamp": {"timestamp": 1680264351.961672}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.961672}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.961672}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264351.961672}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06971240043640137 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.24439072608948 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 8.0}, {"feature": 1567.0}, {"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: 0.0003753791048229205 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012816727491036324 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035347938537597656 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1605 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.040133 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.0411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.0411 +} +kpi_value { + floatVal: 0.999798357 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.0411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.0411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.0411 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979836}, "timestamp": {"timestamp": 1680264352.0411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0411}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036986589431762695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.2920274734497 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]} +INFO:root:Performing inference... +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037529760536593926 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012812778207617619 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002542724832892418 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029325485229492188 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1606 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.088033 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.0884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.0884 +} +kpi_value { + floatVal: 0.999798715 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.0884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.0884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.0884 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997987}, "timestamp": {"timestamp": 1680264352.0884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.0884}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06212663650512695 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.36391234397888 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 7.0}, {"feature": 1178.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.0003752415446598169 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012808810737844202 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025429297238588333 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001954793930053711 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1607 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.157144 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.1573789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.1573789 +} +kpi_value { + floatVal: 0.999799073 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.1573789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.1573789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.1573789 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.157379}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997991}, "timestamp": {"timestamp": 1680264352.157379}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.157379}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.157379}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.157379}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02618122100830078 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.39678740501404 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1956.0}, {"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: 0.0003751725069839688 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012804857187035297 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543049631640315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018398761749267578 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1608 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.191157 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.191365 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.191365 +} +kpi_value { + floatVal: 0.99979943 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.191365 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.191365 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.191365 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.191365}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979943}, "timestamp": {"timestamp": 1680264352.191365}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.191365}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.191365}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.191365}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0569918155670166 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.46166276931763 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.000375133776402586 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012800886854935276 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543169539421797 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001874685287475586 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1609 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.329384 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.3295879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.3295879 +} +kpi_value { + floatVal: 0.999799788 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.3295879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.3295879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.3295879 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.329588}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997998}, "timestamp": {"timestamp": 1680264352.329588}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.329588}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.329588}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.329588}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029178142547607422 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.57205963134766 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:False negative: ip_o: 10.100.200.15 +port_o: 59218 +ip_d: 91.121.140.167 +port_d: 443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.0003750242976549874 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012796986156048279 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543049631640315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015735626220703125 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1610 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.365085 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.365329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.365329 +} +kpi_value { + floatVal: 0.99979645 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.365329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.365329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.365329 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.365329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979645}, "timestamp": {"timestamp": 1680264352.365329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.365329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.365329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.365329}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03175687789916992 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9993784959602238 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.61029481887817 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:False negative: ip_o: 10.100.200.15 +port_o: 59218 +ip_d: 91.121.140.167 +port_d: 443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "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: 0.00037497352032756295 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012793030011299072 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543169539421797 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017819404602050781 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1611 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.403214 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.40345 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.40345 +} +kpi_value { + floatVal: 0.999792337 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.40345 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.40345 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.40345 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.40345}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99979234}, "timestamp": {"timestamp": 1680264352.40345}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.40345}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.40345}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.40345}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0461735725402832 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9987577639751553 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.66290521621704 +INFO:root:No attack detected +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:False negative: ip_o: 10.100.200.15 +port_o: 59218 +ip_d: 91.121.140.167 +port_d: 443 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"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: 0.000374867878549515 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0012789131624869373 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002543049631640315 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018765926361083984 seconds +INFO:root:Inference performed correctly +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1612 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:52.455365 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { + kpi_id { + uuid: "1" + } +} +timestamp { + timestamp: 1680264352.4555669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { + kpi_id { + uuid: "2" + } +} +timestamp { + timestamp: 1680264352.4555669 +} +kpi_value { + floatVal: 0.999788523 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { + kpi_id { + uuid: "3" + } +} +timestamp { + timestamp: 1680264352.4555669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { + kpi_id { + uuid: "4" + } +} +timestamp { + timestamp: 1680264352.4555669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { + kpi_id { + uuid: "5" + } +} +timestamp { + timestamp: 1680264352.4555669 +} +kpi_value { + int32Val: 0 +} + +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.455567}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997885}, "timestamp": {"timestamp": 1680264352.455567}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.455567}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.455567}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264352.455567}} +DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05665087699890137 seconds +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '31/03/2023 12:05:52', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0} +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9981378026070763 + +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0 +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence +INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 224.72550582885742 +DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected +INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... +INFO:root:Sending the connection information to the Attack Mitigator component... +DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999583 +timestamp: "31/03/2023 12:05:52" +ip_o: "10.100.200.15" +ip_d: "91.121.140.167" +tag_name: "Crypto" +tag: 1 +flow_id: "10.100.200.15:59218:91.121.140.167:443" +protocol: "TCP" +port_o: "59218" +port_d: "443" +ml_id: "crypto_5g_rf_spider_features.onnx" +service_id { +} +endpoint_id { +} +time_start: 1.68026432e+09 +time_end: 1.68026432e+09 + diff --git a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py index 40557d62eef21fb29aac239c143f56384f679ed6..7620de37796e34564ade19c0dbaba955d5a475c0 100644 --- a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py +++ b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py @@ -50,7 +50,8 @@ current_dir = os.path.dirname(os.path.abspath(__file__)) DEMO_MODE = True ATTACK_IPS = ["37.187.95.110", "91.121.140.167", "94.23.23.52", "94.23.247.226", "149.202.83.171"] -TIME_TO_STABILIZE = 10 # minutes +TIME_TO_STABILIZE = 3 # minutes +TIME_START = time.time() MAX_CONNECTION_TIME = 60 METRICS_POOL = MetricsPool('l3_centralizedattackdetector', 'RPC') @@ -186,8 +187,6 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto self.total_predictions = 0 self.false_positives = 0 self.false_negatives = 0 - - #self.generate_scalability_accuracy_csv() """ Create a monitored KPI for a specific service and add it to the Monitoring Client @@ -631,8 +630,11 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto LOGGER.info("Cryptomining Detector Confidence: {}".format(confidence)) self.generate_accuracy_log(overall_detection_acc, cryptomining_attack_detection_acc, confidence) - self.generate_ + LOGGER.info("Time elapsed: {}".format(time.time() - TIME_START)) + if (time.time() - TIME_START) >= (TIME_TO_STABILIZE * 60): # 10 minutes + self.generate_accuracy_scalability_csv(overall_detection_acc, cryptomining_attack_detection_acc, confidence) + def generate_accuracy_log(self, overall_detection_acc, cryptomining_attack_detection_acc, confidence): with open("prediction_accuracy.txt", "a") as f: LOGGER.debug("Exporting prediction accuracy and confidence") @@ -647,8 +649,6 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto f.write("Timestamp: {}\n".format(datetime.now().strftime("%d/%m/%Y %H:%M:%S"))) f.close() - #def generate_accuracy_log(self, overall_detection_acc, cryptomining_attack_detection_acc, confidence): - def generate_accuracy_scalability_csv(self, overall_detection_acc, cryptomining_attack_detection_acc, confidence): LOGGER.info("Generating scalability accuracy csv") @@ -658,7 +658,10 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto TOTAL_PREDICTIONS, TOTAL_POSITIVES, F_POSITIVES,\ T_NEGATIVES, F_NEGATIVES, CONFIDENCE, TIMESTAMP, TIME_TO_STABILIZE"]) - #spamwriter.writerow([MAX_CONNECTION_TIME] + [overall_detection_acc] + ) + spamwriter.writerow([MAX_CONNECTION_TIME] + [overall_detection_acc] + [cryptomining_attack_detection_acc]\ + + [self.total_predictions] + [len(self.attack_connections)] + [self.false_positives]\ + + [self.total_predictions - len(self.attack_connections)] + [self.false_negatives]\ + + [confidence] + [datetime.now().strftime("%d/%m/%Y %H:%M:%S")] + [TIME_TO_STABILIZE]) f.close()