DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000984466875059088 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0033774643953369656 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005596199771389365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.007048130035400391 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 139 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:14.797596 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058334.7983871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058334.7983871 } kpi_value { floatVal: 0.999752045 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058334.7983871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058334.7983871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058334.7983871 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.798387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975204}, "timestamp": {"timestamp": 1683058334.798387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.798387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.798387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.798387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029015541076660156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:14.827105 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058334.8279591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058334.8279591 } kpi_value { floatVal: 0.999752223 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058334.8279591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058334.8279591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058334.8279591 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.827959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997522}, "timestamp": {"timestamp": 1683058334.827959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.827959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.827959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.827959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026979446411132812 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:14.854629 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058334.8552051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058334.8552051 } kpi_value { floatVal: 0.999752402 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058334.8552051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058334.8552051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058334.8552051 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.855205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997524}, "timestamp": {"timestamp": 1683058334.855205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.855205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.855205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.855205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05829811096191406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:14.913346 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058334.9138269 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058334.9138269 } kpi_value { floatVal: 0.999752581 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058334.9138269 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058334.9138269 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058334.9138269 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.913827}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997526}, "timestamp": {"timestamp": 1683058334.913827}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.913827}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.913827}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.913827}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04093742370605469 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:14.954432 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058334.9546111 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058334.9546111 } kpi_value { floatVal: 0.99975276 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058334.9546111 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058334.9546111 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058334.9546111 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.954611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975276}, "timestamp": {"timestamp": 1683058334.954611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.954611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.954611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058334.954611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06930232048034668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.023928 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.0241549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.0241549 } kpi_value { floatVal: 0.999752939 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.0241549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.0241549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.0241549 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.024155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975294}, "timestamp": {"timestamp": 1683058335.024155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.024155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.024155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.024155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03887653350830078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.062957 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.063185 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.063185 } kpi_value { floatVal: 0.999753118 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.063185 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.063185 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.063185 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.063185}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997531}, "timestamp": {"timestamp": 1683058335.063185}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.063185}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.063185}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.063185}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0353548526763916 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.098488 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.0987029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.0987029 } kpi_value { floatVal: 0.999751747 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.0987029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.0987029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.0987029 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.098703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975175}, "timestamp": {"timestamp": 1683058335.098703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.098703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.098703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.098703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02557539939880371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.124208 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.124409 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.124409 } kpi_value { floatVal: 0.999750078 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.124409 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.124409 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.124409 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.124409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997501}, "timestamp": {"timestamp": 1683058335.124409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.124409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.124409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.124409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025170087814331055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.149543 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.1497841 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.1497841 } kpi_value { floatVal: 0.999748528 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.1497841 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.1497841 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.1497841 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.149784}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997485}, "timestamp": {"timestamp": 1683058335.149784}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.149784}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.149784}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.149784}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048268795013427734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:14', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.4115777015686035 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009810225472652485 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0033656253926936195 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005570704815909266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002141714096069336 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 140 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.220980 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.2211659 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.2211659 } kpi_value { floatVal: 0.999747157 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.2211659 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.2211659 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.2211659 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.221166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974716}, "timestamp": {"timestamp": 1683058335.221166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.221166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.221166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.221166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02984619140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.250962 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.251123 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.251123 } kpi_value { floatVal: 0.999745548 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.251123 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.251123 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.251123 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.251123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974555}, "timestamp": {"timestamp": 1683058335.251123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.251123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.251123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.251123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023029088973999023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.274182 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.274379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.274379 } kpi_value { floatVal: 0.999744 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.274379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.274379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.274379 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.274379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999744}, "timestamp": {"timestamp": 1683058335.274379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.274379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.274379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.274379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02268195152282715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.297058 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.2972839 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.2972839 } kpi_value { floatVal: 0.999744177 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.2972839 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.2972839 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.2972839 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.297284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997442}, "timestamp": {"timestamp": 1683058335.297284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.297284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.297284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.297284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024839401245117188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.322067 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.3223331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.3223331 } kpi_value { floatVal: 0.999744356 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.3223331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.3223331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.3223331 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.322333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974436}, "timestamp": {"timestamp": 1683058335.322333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.322333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.322333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.322333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053713321685791016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.375957 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.376164 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.376164 } kpi_value { floatVal: 0.999744534 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.376164 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.376164 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.376164 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.376164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974453}, "timestamp": {"timestamp": 1683058335.376164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.376164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.376164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.376164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023488759994506836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.399576 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.3998361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.3998361 } kpi_value { floatVal: 0.999744713 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.3998361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.3998361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.3998361 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.399836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997447}, "timestamp": {"timestamp": 1683058335.399836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.399836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.399836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.399836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022196292877197266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.421941 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.4221029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.4221029 } kpi_value { floatVal: 0.999744892 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.4221029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.4221029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.4221029 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.422103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997449}, "timestamp": {"timestamp": 1683058335.422103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.422103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.422103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.422103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02195882797241211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.444092 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.4443791 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.4443791 } kpi_value { floatVal: 0.999745071 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.4443791 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.4443791 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.4443791 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.444379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997451}, "timestamp": {"timestamp": 1683058335.444379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.444379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.444379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.444379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024311065673828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.468580 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.46883 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.46883 } kpi_value { floatVal: 0.99974525 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.46883 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.46883 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.46883 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.46883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974525}, "timestamp": {"timestamp": 1683058335.46883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.46883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.46883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.46883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022018909454345703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2756683826446533 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1618.0}, {"feature": 6.0}, {"feature": 2015.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2098.0}, {"feature": 8.0}, {"feature": 2595.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009774279686562875 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0033539389991374935 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005545209860429168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00203704833984375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 141 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.533097 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.53335 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.53335 } kpi_value { floatVal: 0.999745429 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.53335 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.53335 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.53335 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.53335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997454}, "timestamp": {"timestamp": 1683058335.53335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.53335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.53335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.53335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025782108306884766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.559049 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.559258 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.559258 } kpi_value { floatVal: 0.999745607 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.559258 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.559258 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.559258 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.559258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997456}, "timestamp": {"timestamp": 1683058335.559258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.559258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.559258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.559258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02422785758972168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.583448 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.583632 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.583632 } kpi_value { floatVal: 0.999745786 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.583632 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.583632 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.583632 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.583632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997458}, "timestamp": {"timestamp": 1683058335.583632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.583632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.583632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.583632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031233787536621094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.614835 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.61503 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.61503 } kpi_value { floatVal: 0.999745965 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.61503 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.61503 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.61503 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.61503}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974597}, "timestamp": {"timestamp": 1683058335.61503}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.61503}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.61503}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.61503}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03166770935058594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.646672 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.6468861 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.6468861 } kpi_value { floatVal: 0.999746203 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.6468861 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.6468861 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.6468861 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.646886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997462}, "timestamp": {"timestamp": 1683058335.646886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.646886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.646886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.646886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02998661994934082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.676840 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.67704 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.67704 } kpi_value { floatVal: 0.999746382 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.67704 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.67704 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.67704 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.67704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997464}, "timestamp": {"timestamp": 1683058335.67704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.67704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.67704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.67704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027367115020751953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.704379 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.704566 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.704566 } kpi_value { floatVal: 0.999745 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.704566 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.704566 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.704566 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.704566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999745}, "timestamp": {"timestamp": 1683058335.704566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.704566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.704566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.704566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0230252742767334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.727551 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.7277579 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.7277579 } kpi_value { floatVal: 0.999743402 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.7277579 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.7277579 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.7277579 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.727758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997434}, "timestamp": {"timestamp": 1683058335.727758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.727758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.727758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.727758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02416205406188965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.751876 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.7520831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.7520831 } kpi_value { floatVal: 0.999741852 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.7520831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.7520831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.7520831 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.752083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974185}, "timestamp": {"timestamp": 1683058335.752083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.752083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.752083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.752083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02438521385192871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.776411 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.776588 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.776588 } kpi_value { floatVal: 0.999742031 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.776588 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.776588 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.776588 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.776588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974203}, "timestamp": {"timestamp": 1683058335.776588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.776588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.776588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.776588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023548603057861328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2735934257507324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 1599.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 1599.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 1599.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 1599.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009739786307786552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003342359460729394 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005538329714909196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002051830291748047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 142 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.828061 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.8282721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.8282721 } kpi_value { floatVal: 0.99974221 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.8282721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.8282721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.8282721 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.828272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997422}, "timestamp": {"timestamp": 1683058335.828272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.828272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.828272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.828272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035575151443481445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.864118 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.8643889 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.8643889 } kpi_value { floatVal: 0.999742389 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.8643889 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.8643889 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.8643889 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.864389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997424}, "timestamp": {"timestamp": 1683058335.864389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.864389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.864389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.864389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05424690246582031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.918543 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.9187379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.9187379 } kpi_value { floatVal: 0.999742568 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.9187379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.9187379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.9187379 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.918738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974257}, "timestamp": {"timestamp": 1683058335.918738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.918738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.918738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.918738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03381919860839844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.952564 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.9528339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.9528339 } kpi_value { floatVal: 0.999742806 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.9528339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.9528339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.9528339 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.952834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997428}, "timestamp": {"timestamp": 1683058335.952834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.952834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.952834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.952834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031411170959472656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:15.984318 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058335.9850979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058335.9850979 } kpi_value { floatVal: 0.999743 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058335.9850979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058335.9850979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058335.9850979 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.985098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999743}, "timestamp": {"timestamp": 1683058335.985098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.985098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.985098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058335.985098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04122638702392578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.026043 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.0266471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.0266471 } kpi_value { floatVal: 0.999743164 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.0266471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.0266471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.0266471 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.026647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974316}, "timestamp": {"timestamp": 1683058336.026647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.026647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.026647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.026647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03567075729370117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.062330 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.063024 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.063024 } kpi_value { floatVal: 0.999743342 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.063024 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.063024 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.063024 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.063024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974334}, "timestamp": {"timestamp": 1683058336.063024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.063024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.063024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.063024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030518054962158203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.093450 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.0944171 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.0944171 } kpi_value { floatVal: 0.999743521 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.0944171 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.0944171 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.0944171 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.094417}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997435}, "timestamp": {"timestamp": 1683058336.094417}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.094417}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.094417}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.094417}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03126120567321777 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.125222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.1259291 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.1259291 } kpi_value { floatVal: 0.9997437 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.1259291 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.1259291 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.1259291 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.125929}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997437}, "timestamp": {"timestamp": 1683058336.125929}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.125929}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.125929}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.125929}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04214739799499512 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.168123 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.16899 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.16899 } kpi_value { floatVal: 0.999743879 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.16899 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.16899 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.16899 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.16899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997439}, "timestamp": {"timestamp": 1683058336.16899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.16899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.16899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.16899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04267549514770508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:15', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.3897876739501953 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1226.0}, {"feature": 7.0}, {"feature": 2120.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 9.0}, {"feature": 2843.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1226.0}, {"feature": 7.0}, {"feature": 2120.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009710944788465342 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0033308297047456945 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005545209860429168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034132003784179688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 143 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.283168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.284117 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.284117 } kpi_value { floatVal: 0.999744058 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.284117 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.284117 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.284117 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.284117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974406}, "timestamp": {"timestamp": 1683058336.284117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.284117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.284117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.284117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03137063980102539 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.315309 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.3162119 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.3162119 } kpi_value { floatVal: 0.999744236 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.3162119 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.3162119 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.3162119 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.316212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974424}, "timestamp": {"timestamp": 1683058336.316212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.316212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.316212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.316212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03308463096618652 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.349003 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.3498981 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.3498981 } kpi_value { floatVal: 0.999744415 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.3498981 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.3498981 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.3498981 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.349898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997444}, "timestamp": {"timestamp": 1683058336.349898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.349898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.349898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.349898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03408503532409668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.383824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.3847179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.3847179 } kpi_value { floatVal: 0.999743104 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.3847179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.3847179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.3847179 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.384718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997431}, "timestamp": {"timestamp": 1683058336.384718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.384718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.384718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.384718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04456472396850586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.428584 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.428865 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.428865 } kpi_value { floatVal: 0.999741495 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.428865 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.428865 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.428865 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.428865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997415}, "timestamp": {"timestamp": 1683058336.428865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.428865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.428865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.428865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04257917404174805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.471328 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.471529 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.471529 } kpi_value { floatVal: 0.999739945 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.471529 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.471529 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.471529 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.471529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973994}, "timestamp": {"timestamp": 1683058336.471529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.471529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.471529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.471529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020979881286621094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.492459 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.4926691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.4926691 } kpi_value { floatVal: 0.999740124 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.4926691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.4926691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.4926691 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.492669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997401}, "timestamp": {"timestamp": 1683058336.492669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.492669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.492669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.492669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025759220123291016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.518425 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.5186729 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.5186729 } kpi_value { floatVal: 0.999740362 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.5186729 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.5186729 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.5186729 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.518673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974036}, "timestamp": {"timestamp": 1683058336.518673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.518673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.518673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.518673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02137279510498047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.539993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.5401981 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.5401981 } kpi_value { floatVal: 0.999740541 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.5401981 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.5401981 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.5401981 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.540198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974054}, "timestamp": {"timestamp": 1683058336.540198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.540198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.540198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.540198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045078277587890625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.585224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.5854321 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.5854321 } kpi_value { floatVal: 0.99974072 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.5854321 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.5854321 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.5854321 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.585432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997407}, "timestamp": {"timestamp": 1683058336.585432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.585432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.585432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.585432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03242158889770508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.3473193645477295 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1226.0}, {"feature": 7.0}, {"feature": 2120.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1226.0}, {"feature": 7.0}, {"feature": 2120.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1645.0}, {"feature": 4.0}, {"feature": 1645.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009680671080584741 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0033194415922948883 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005538329714909196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002945423126220703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 144 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.641393 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.642168 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.642168 } kpi_value { floatVal: 0.999740899 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.642168 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.642168 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.642168 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.642168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997409}, "timestamp": {"timestamp": 1683058336.642168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.642168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.642168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.642168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029862642288208008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.671877 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.672682 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.672682 } kpi_value { floatVal: 0.999741077 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.672682 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.672682 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.672682 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.672682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997411}, "timestamp": {"timestamp": 1683058336.672682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.672682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.672682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.672682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030433177947998047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.702734 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.7031651 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.7031651 } kpi_value { floatVal: 0.999741256 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.7031651 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.7031651 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.7031651 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.703165}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974126}, "timestamp": {"timestamp": 1683058336.703165}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.703165}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.703165}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.703165}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02525949478149414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.728407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.728847 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.728847 } kpi_value { floatVal: 0.999741435 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.728847 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.728847 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.728847 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.728847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974144}, "timestamp": {"timestamp": 1683058336.728847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.728847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.728847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.728847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027348041534423828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.756301 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.7575071 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.7575071 } kpi_value { floatVal: 0.999741614 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.7575071 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.7575071 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.7575071 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.757507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997416}, "timestamp": {"timestamp": 1683058336.757507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.757507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.757507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.757507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04141497611999512 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.797851 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.7980361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.7980361 } kpi_value { floatVal: 0.999741793 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.7980361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.7980361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.7980361 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.798036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997418}, "timestamp": {"timestamp": 1683058336.798036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.798036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.798036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.798036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027118682861328125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.825566 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.826237 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.826237 } kpi_value { floatVal: 0.999742 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.826237 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.826237 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.826237 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.826237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999742}, "timestamp": {"timestamp": 1683058336.826237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.826237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.826237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.826237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03081822395324707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.856514 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.8566909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.8566909 } kpi_value { floatVal: 0.99974215 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.8566909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.8566909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.8566909 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.856691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974215}, "timestamp": {"timestamp": 1683058336.856691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.856691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.856691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.856691}} DEBUG:monitoring.client.MonitoringClient: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': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.887135 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.8873379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.8873379 } kpi_value { floatVal: 0.999742329 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.8873379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.8873379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.8873379 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.887338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997423}, "timestamp": {"timestamp": 1683058336.887338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.887338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.887338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.887338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04093050956726074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.928277 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.928452 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.928452 } kpi_value { floatVal: 0.999742508 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.928452 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.928452 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.928452 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.928452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997425}, "timestamp": {"timestamp": 1683058336.928452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.928452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.928452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.928452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021745920181274414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.32038092613220215 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009647827691816051 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003308210212938709 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005531449569389224 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: 145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:16.998025 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058336.998225 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058336.998225 } kpi_value { floatVal: 0.999742687 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058336.998225 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058336.998225 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058336.998225 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.998225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997427}, "timestamp": {"timestamp": 1683058336.998225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.998225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.998225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058336.998225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022512435913085938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.020683 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.0208421 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.0208421 } kpi_value { floatVal: 0.999741375 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.0208421 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.0208421 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.0208421 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.020842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997414}, "timestamp": {"timestamp": 1683058337.020842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.020842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.020842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.020842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0217134952545166 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.042521 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.042675 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.042675 } kpi_value { floatVal: 0.999739766 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.042675 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.042675 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.042675 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.042675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973977}, "timestamp": {"timestamp": 1683058337.042675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.042675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.042675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.042675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02146315574645996 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.064124 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.064332 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.064332 } kpi_value { floatVal: 0.999738276 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.064332 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.064332 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.064332 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.064332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997383}, "timestamp": {"timestamp": 1683058337.064332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.064332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.064332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.064332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024862289428710938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.089139 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.08934 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.08934 } kpi_value { floatVal: 0.999738455 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.08934 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.08934 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.08934 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.08934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973845}, "timestamp": {"timestamp": 1683058337.08934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.08934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.08934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.08934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023899078369140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.113193 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.113395 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.113395 } kpi_value { floatVal: 0.999738693 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.113395 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.113395 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.113395 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.113395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997387}, "timestamp": {"timestamp": 1683058337.113395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.113395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.113395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.113395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024608850479125977 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.137942 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.13811 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.13811 } kpi_value { floatVal: 0.999738872 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.13811 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.13811 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.13811 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.13811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997389}, "timestamp": {"timestamp": 1683058337.13811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.13811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.13811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.13811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029206037521362305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.167366 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.1675761 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.1675761 } kpi_value { floatVal: 0.999739051 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.1675761 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.1675761 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.1675761 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.167576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973905}, "timestamp": {"timestamp": 1683058337.167576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.167576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.167576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.167576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023965120315551758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.191469 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.191633 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.191633 } kpi_value { floatVal: 0.99973923 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.191633 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.191633 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.191633 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.191633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997392}, "timestamp": {"timestamp": 1683058337.191633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.191633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.191633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.191633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022615909576416016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.214232 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.214478 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.214478 } kpi_value { floatVal: 0.999739408 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.214478 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.214478 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.214478 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.214478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997394}, "timestamp": {"timestamp": 1683058337.214478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.214478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.214478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.214478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023989439010620117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:16', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.24633526802062988 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 26.0}, {"feature": 24.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2764.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 27.0}, {"feature": 25.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2764.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}]} DEBUG: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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 26.0}, {"feature": 24.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2764.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 27.0}, {"feature": 25.0}, {"feature": 1306.0}, {"feature": 14.0}, {"feature": 3107.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2764.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000963556127342051 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003296894347392299 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005538329714909196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025606155395507812 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 146 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.260996 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.261224 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.261224 } kpi_value { floatVal: 0.999739587 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.261224 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.261224 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.261224 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.261224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997396}, "timestamp": {"timestamp": 1683058337.261224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.261224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.261224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.261224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028944969177246094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.290178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.290395 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.290395 } kpi_value { floatVal: 0.999739766 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.290395 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.290395 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.290395 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.290395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973977}, "timestamp": {"timestamp": 1683058337.290395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.290395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.290395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.290395}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02857351303100586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.318879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.3190391 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.3190391 } kpi_value { floatVal: 0.999739945 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.3190391 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.3190391 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.3190391 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.319039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99973994}, "timestamp": {"timestamp": 1683058337.319039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.319039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.319039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.319039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051091670989990234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.370139 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.3703561 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.3703561 } kpi_value { floatVal: 0.999740124 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.3703561 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.3703561 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.3703561 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.370356}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997401}, "timestamp": {"timestamp": 1683058337.370356}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.370356}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.370356}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.370356}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03387618064880371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.404183 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.404422 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.404422 } kpi_value { floatVal: 0.999740303 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.404422 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.404422 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.404422 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.404422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997403}, "timestamp": {"timestamp": 1683058337.404422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.404422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.404422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.404422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03893470764160156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.443441 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.444134 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.444134 } kpi_value { floatVal: 0.999740481 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.444134 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.444134 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.444134 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.444134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997405}, "timestamp": {"timestamp": 1683058337.444134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.444134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.444134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.444134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06410717964172363 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.507774 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.508002 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.508002 } kpi_value { floatVal: 0.99974066 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.508002 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.508002 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.508002 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.508002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974066}, "timestamp": {"timestamp": 1683058337.508002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.508002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.508002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.508002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0549468994140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.562900 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.5632 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.5632 } kpi_value { floatVal: 0.999740839 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.5632 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.5632 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.5632 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.5632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974084}, "timestamp": {"timestamp": 1683058337.5632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.5632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.5632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.5632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03059673309326172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.593669 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.5939651 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.5939651 } kpi_value { floatVal: 0.999741 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.5939651 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.5939651 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.5939651 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.593965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999741}, "timestamp": {"timestamp": 1683058337.593965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.593965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.593965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.593965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030134916305541992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.623966 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.6244011 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.6244011 } kpi_value { floatVal: 0.999741197 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.6244011 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.6244011 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.6244011 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.624401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997412}, "timestamp": {"timestamp": 1683058337.624401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.624401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.624401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.624401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024705171585083008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.39482998847961426 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009685769830798718 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0032862213239444357 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005545209860429168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005230903625488281 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.678748 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.67948 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.67948 } kpi_value { floatVal: 0.999741375 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.67948 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.67948 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.67948 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.67948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997414}, "timestamp": {"timestamp": 1683058337.67948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.67948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.67948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.67948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03390669822692871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.712828 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.713146 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.713146 } kpi_value { floatVal: 0.999741554 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.713146 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.713146 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.713146 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.713146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974155}, "timestamp": {"timestamp": 1683058337.713146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.713146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.713146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.713146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021932601928710938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.734906 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.7350969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.7350969 } kpi_value { floatVal: 0.999741733 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.7350969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.7350969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.7350969 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.735097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974173}, "timestamp": {"timestamp": 1683058337.735097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.735097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.735097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.735097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02089715003967285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.755991 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.7562349 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.7562349 } kpi_value { floatVal: 0.999741852 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.7562349 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.7562349 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.7562349 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.756235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974185}, "timestamp": {"timestamp": 1683058337.756235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.756235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.756235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.756235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028402090072631836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.784580 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.78481 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.78481 } kpi_value { floatVal: 0.999742031 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.78481 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.78481 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.78481 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.78481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974203}, "timestamp": {"timestamp": 1683058337.78481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.78481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.78481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.78481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029100894927978516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.813834 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.814096 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.814096 } kpi_value { floatVal: 0.99974221 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.814096 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.814096 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.814096 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.814096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997422}, "timestamp": {"timestamp": 1683058337.814096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.814096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.814096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.814096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04208993911743164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.856124 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.8563349 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.8563349 } kpi_value { floatVal: 0.999742389 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.8563349 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.8563349 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.8563349 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.856335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997424}, "timestamp": {"timestamp": 1683058337.856335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.856335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.856335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.856335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032874345779418945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.889147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.8893909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.8893909 } kpi_value { floatVal: 0.999742568 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.8893909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.8893909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.8893909 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.889391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974257}, "timestamp": {"timestamp": 1683058337.889391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.889391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.889391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.889391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038732051849365234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.928036 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.9282191 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.9282191 } kpi_value { floatVal: 0.999742746 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.9282191 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.9282191 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.9282191 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.928219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974275}, "timestamp": {"timestamp": 1683058337.928219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.928219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.928219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.928219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029780149459838867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:17.957973 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058337.95816 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058337.95816 } kpi_value { floatVal: 0.999742925 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058337.95816 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058337.95816 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058337.95816 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.95816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997429}, "timestamp": {"timestamp": 1683058337.95816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.95816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.95816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058337.95816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02213883399963379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:17', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.31653666496276855 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1460.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009650254489954661 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003275383466027364 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005538329714909196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020186901092529297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 148 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.002646 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.0028889 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.0028889 } kpi_value { floatVal: 0.999743104 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.0028889 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.0028889 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.0028889 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.002889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997431}, "timestamp": {"timestamp": 1683058338.002889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.002889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.002889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.002889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026897430419921875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.029683 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.0298591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.0298591 } kpi_value { floatVal: 0.999743283 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.0298591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.0298591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.0298591 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.029859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997433}, "timestamp": {"timestamp": 1683058338.029859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.029859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.029859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.029859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054756879806518555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.084802 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.085362 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.085362 } kpi_value { floatVal: 0.999743462 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.085362 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.085362 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.085362 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.085362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974346}, "timestamp": {"timestamp": 1683058338.085362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.085362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.085362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.085362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027960538864135742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.112920 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.113096 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.113096 } kpi_value { floatVal: 0.99974364 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.113096 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.113096 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.113096 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.113096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974364}, "timestamp": {"timestamp": 1683058338.113096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.113096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.113096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.113096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03915715217590332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.152215 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.1524179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.1524179 } kpi_value { floatVal: 0.999743819 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.1524179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.1524179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.1524179 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.152418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997438}, "timestamp": {"timestamp": 1683058338.152418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.152418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.152418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.152418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03363966941833496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.186279 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.1870229 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.1870229 } kpi_value { floatVal: 0.999744 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.1870229 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.1870229 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.1870229 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.187023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999744}, "timestamp": {"timestamp": 1683058338.187023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.187023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.187023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.187023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026117563247680664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.212530 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.2126949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.2126949 } kpi_value { floatVal: 0.999744177 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.2126949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.2126949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.2126949 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.212695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997442}, "timestamp": {"timestamp": 1683058338.212695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.212695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.212695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.212695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03149700164794922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.244185 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.244415 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.244415 } kpi_value { floatVal: 0.999744356 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.244415 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.244415 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.244415 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.244415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974436}, "timestamp": {"timestamp": 1683058338.244415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.244415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.244415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.244415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03060150146484375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.275005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.2752759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.2752759 } kpi_value { floatVal: 0.999744475 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.2752759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.2752759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.2752759 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.275276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997445}, "timestamp": {"timestamp": 1683058338.275276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.275276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.275276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.275276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03320050239562988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.308414 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.3086491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.3086491 } kpi_value { floatVal: 0.999744654 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.3086491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.3086491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.3086491 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.308649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974465}, "timestamp": {"timestamp": 1683058338.308649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.308649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.308649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.308649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02509474754333496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.3370664119720459 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009613072182420616 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0032646871315001533 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005531449569389224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019054412841796875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 149 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.352993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.353179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.353179 } kpi_value { floatVal: 0.999744833 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.353179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.353179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.353179 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.353179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974483}, "timestamp": {"timestamp": 1683058338.353179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.353179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.353179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.353179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022140026092529297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.375417 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.375582 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.375582 } kpi_value { floatVal: 0.999745 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.375582 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.375582 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.375582 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.375582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999745}, "timestamp": {"timestamp": 1683058338.375582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.375582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.375582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.375582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021132707595825195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.396677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.396853 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.396853 } kpi_value { floatVal: 0.99974519 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.396853 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.396853 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.396853 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.396853}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997452}, "timestamp": {"timestamp": 1683058338.396853}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.396853}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.396853}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.396853}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.01935434341430664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.416156 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.4163339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.4163339 } kpi_value { floatVal: 0.999745369 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.4163339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.4163339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.4163339 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.416334}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974537}, "timestamp": {"timestamp": 1683058338.416334}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.416334}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.416334}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.416334}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027768850326538086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.444073 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.444262 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.444262 } kpi_value { floatVal: 0.999745548 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.444262 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.444262 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.444262 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.444262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974555}, "timestamp": {"timestamp": 1683058338.444262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.444262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.444262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.444262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030885934829711914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.475231 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.4754159 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.4754159 } kpi_value { floatVal: 0.999745727 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.4754159 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.4754159 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.4754159 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.475416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997457}, "timestamp": {"timestamp": 1683058338.475416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.475416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.475416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.475416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0326695442199707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.508215 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.50865 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.50865 } kpi_value { floatVal: 0.999745846 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.50865 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.50865 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.50865 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.50865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974585}, "timestamp": {"timestamp": 1683058338.50865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.50865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.50865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.50865}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026985645294189453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.535961 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.537004 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.537004 } kpi_value { floatVal: 0.999746 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.537004 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.537004 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.537004 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.537004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999746}, "timestamp": {"timestamp": 1683058338.537004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.537004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.537004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.537004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03564119338989258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.572319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.573112 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.573112 } kpi_value { floatVal: 0.999746203 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.573112 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.573112 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.573112 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.573112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997462}, "timestamp": {"timestamp": 1683058338.573112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.573112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.573112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.573112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043950557708740234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.616742 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.6173511 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.6173511 } kpi_value { floatVal: 0.999746382 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.6173511 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.6173511 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.6173511 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.617351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997464}, "timestamp": {"timestamp": 1683058338.617351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.617351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.617351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.617351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02679920196533203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.29676151275634766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009588000698325535 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00325393056205124 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005538329714909196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025000572204589844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 150 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.670570 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.6709809 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.6709809 } kpi_value { floatVal: 0.999746561 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.6709809 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.6709809 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.6709809 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.670981}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974656}, "timestamp": {"timestamp": 1683058338.670981}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.670981}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.670981}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.670981}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029811382293701172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.700530 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.700721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.700721 } kpi_value { floatVal: 0.99974674 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.700721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.700721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.700721 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.700721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974674}, "timestamp": {"timestamp": 1683058338.700721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.700721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.700721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.700721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022404909133911133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.723094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.723279 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.723279 } kpi_value { floatVal: 0.999746919 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.723279 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.723279 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.723279 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.723279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997469}, "timestamp": {"timestamp": 1683058338.723279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.723279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.723279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.723279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03390359878540039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.757141 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.7573371 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.7573371 } kpi_value { floatVal: 0.999747038 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.7573371 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.7573371 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.7573371 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.757337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974704}, "timestamp": {"timestamp": 1683058338.757337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.757337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.757337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.757337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02693796157836914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.784216 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.7844031 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.7844031 } kpi_value { floatVal: 0.999747217 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.7844031 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.7844031 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.7844031 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.784403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997472}, "timestamp": {"timestamp": 1683058338.784403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.784403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.784403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.784403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028510093688964844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.812917 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.8131521 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.8131521 } kpi_value { floatVal: 0.999747396 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.8131521 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.8131521 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.8131521 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.813152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997474}, "timestamp": {"timestamp": 1683058338.813152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.813152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.813152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.813152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029420137405395508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.842529 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.842732 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.842732 } kpi_value { floatVal: 0.999747574 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.842732 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.842732 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.842732 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.842732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997476}, "timestamp": {"timestamp": 1683058338.842732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.842732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.842732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.842732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04190230369567871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.884575 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.884757 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.884757 } kpi_value { floatVal: 0.999747753 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.884757 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.884757 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.884757 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.884757}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974775}, "timestamp": {"timestamp": 1683058338.884757}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.884757}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.884757}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.884757}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03863811492919922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.923404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.9236059 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.9236059 } kpi_value { floatVal: 0.999747932 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.9236059 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.9236059 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.9236059 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.923606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974793}, "timestamp": {"timestamp": 1683058338.923606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.923606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.923606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.923606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02458024024963379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:18.948148 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058338.9483571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058338.9483571 } kpi_value { floatVal: 0.999748051 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058338.9483571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058338.9483571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058338.9483571 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.948357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974805}, "timestamp": {"timestamp": 1683058338.948357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.948357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.948357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058338.948357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02403092384338379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:18', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.3111572265625 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1686.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1686.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1686.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1686.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009554923475035374 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003243391069063843 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005531449569389224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019075870513916016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 151 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.033108 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.033376 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.033376 } kpi_value { floatVal: 0.99974823 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.033376 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.033376 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.033376 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.033376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974823}, "timestamp": {"timestamp": 1683058339.033376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.033376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.033376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.033376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022005081176757812 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.055246 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.055429 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.055429 } kpi_value { floatVal: 0.999748409 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.055429 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.055429 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.055429 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.055429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997484}, "timestamp": {"timestamp": 1683058339.055429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.055429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.055429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.055429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040280818939208984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.095737 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.095938 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.095938 } kpi_value { floatVal: 0.999748588 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.095938 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.095938 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.095938 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.095938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997486}, "timestamp": {"timestamp": 1683058339.095938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.095938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.095938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.095938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023634910583496094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.119515 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.1197419 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.1197419 } kpi_value { floatVal: 0.999748766 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.1197419 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.1197419 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.1197419 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.119742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974877}, "timestamp": {"timestamp": 1683058339.119742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.119742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.119742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.119742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035947561264038086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.155639 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.1562819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.1562819 } kpi_value { floatVal: 0.999748945 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.1562819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.1562819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.1562819 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.156282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974895}, "timestamp": {"timestamp": 1683058339.156282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.156282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.156282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.156282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026270627975463867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.182071 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.182276 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.182276 } kpi_value { floatVal: 0.999749064 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.182276 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.182276 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.182276 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.182276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974906}, "timestamp": {"timestamp": 1683058339.182276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.182276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.182276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.182276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024082660675048828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.206325 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.206522 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.206522 } kpi_value { floatVal: 0.999749243 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.206522 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.206522 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.206522 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.206522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974924}, "timestamp": {"timestamp": 1683058339.206522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.206522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.206522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.206522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027115821838378906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.233578 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.233743 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.233743 } kpi_value { floatVal: 0.999749422 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.233743 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.233743 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.233743 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.233743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997494}, "timestamp": {"timestamp": 1683058339.233743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.233743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.233743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.233743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0279238224029541 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.261698 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.2619131 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.2619131 } kpi_value { floatVal: 0.999749601 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.2619131 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.2619131 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.2619131 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.261913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997496}, "timestamp": {"timestamp": 1683058339.261913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.261913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.261913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.261913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03338027000427246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.295326 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.295568 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.295568 } kpi_value { floatVal: 0.99974972 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.295568 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.295568 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.295568 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.295568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997497}, "timestamp": {"timestamp": 1683058339.295568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.295568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.295568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.295568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022502422332763672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2909221649169922 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1686.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1686.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009521786874086645 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003232960850139252 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005516220116987824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023827552795410156 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 152 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.340214 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.34042 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.34042 } kpi_value { floatVal: 0.999748528 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.34042 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.34042 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.34042 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.34042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997485}, "timestamp": {"timestamp": 1683058339.34042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.34042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.34042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.34042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025388479232788086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.365856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.3661759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.3661759 } kpi_value { floatVal: 0.999748647 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.3661759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.3661759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.3661759 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.366176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974865}, "timestamp": {"timestamp": 1683058339.366176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.366176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.366176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.366176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03244209289550781 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.398497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.398725 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.398725 } kpi_value { floatVal: 0.999748826 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.398725 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.398725 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.398725 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.398725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997488}, "timestamp": {"timestamp": 1683058339.398725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.398725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.398725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.398725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024200916290283203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.422917 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.423244 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.423244 } kpi_value { floatVal: 0.999749 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.423244 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.423244 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.423244 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.423244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999749}, "timestamp": {"timestamp": 1683058339.423244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.423244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.423244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.423244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0263214111328125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.449439 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.449677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.449677 } kpi_value { floatVal: 0.999749184 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.449677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.449677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.449677 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.449677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997492}, "timestamp": {"timestamp": 1683058339.449677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.449677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.449677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.449677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02237558364868164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.471961 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.472235 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.472235 } kpi_value { floatVal: 0.999749303 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.472235 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.472235 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.472235 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.472235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997493}, "timestamp": {"timestamp": 1683058339.472235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.472235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.472235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.472235}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023223400115966797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.495503 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.4960091 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.4960091 } kpi_value { floatVal: 0.999749482 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.4960091 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.4960091 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.4960091 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.496009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997495}, "timestamp": {"timestamp": 1683058339.496009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.496009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.496009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.496009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04453539848327637 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.540270 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.5405331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.5405331 } kpi_value { floatVal: 0.99974966 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.5405331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.5405331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.5405331 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.540533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974966}, "timestamp": {"timestamp": 1683058339.540533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.540533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.540533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.540533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031632184982299805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.572081 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.572309 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.572309 } kpi_value { floatVal: 0.999749839 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.572309 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.572309 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.572309 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.572309}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99974984}, "timestamp": {"timestamp": 1683058339.572309}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.572309}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.572309}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.572309}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031514644622802734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.603856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.60407 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.60407 } kpi_value { floatVal: 0.99975 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.60407 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.60407 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.60407 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.60407}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975}, "timestamp": {"timestamp": 1683058339.60407}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.60407}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.60407}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.60407}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030202627182006836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.300548791885376 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009488874089179768 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0032226337739211255 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005500990664586425 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023665428161621094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 153 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.654478 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.654681 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.654681 } kpi_value { floatVal: 0.999750137 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.654681 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.654681 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.654681 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.654681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975014}, "timestamp": {"timestamp": 1683058339.654681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.654681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.654681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.654681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027390241622924805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.682069 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.682394 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.682394 } kpi_value { floatVal: 0.999750316 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.682394 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.682394 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.682394 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.682394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997503}, "timestamp": {"timestamp": 1683058339.682394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.682394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.682394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.682394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027172088623046875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.709524 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.7097771 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.7097771 } kpi_value { floatVal: 0.999750495 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.7097771 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.7097771 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.7097771 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.709777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997505}, "timestamp": {"timestamp": 1683058339.709777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.709777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.709777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.709777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027140140533447266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.736927 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.7372 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.7372 } kpi_value { floatVal: 0.999750674 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.7372 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.7372 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.7372 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.7372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997507}, "timestamp": {"timestamp": 1683058339.7372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.7372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.7372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.7372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028219223022460938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.765365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.765584 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.765584 } kpi_value { floatVal: 0.999750793 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.765584 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.765584 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.765584 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.765584}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997508}, "timestamp": {"timestamp": 1683058339.765584}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.765584}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.765584}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.765584}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025763511657714844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.791322 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.7915239 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.7915239 } kpi_value { floatVal: 0.999751 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.7915239 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.7915239 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.7915239 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.791524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999751}, "timestamp": {"timestamp": 1683058339.791524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.791524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.791524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.791524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029590368270874023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.821080 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.821341 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.821341 } kpi_value { floatVal: 0.999751151 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.821341 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.821341 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.821341 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.821341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975115}, "timestamp": {"timestamp": 1683058339.821341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.821341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.821341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.821341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024142742156982422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.845474 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.845701 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.845701 } kpi_value { floatVal: 0.999751329 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.845701 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.845701 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.845701 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.845701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997513}, "timestamp": {"timestamp": 1683058339.845701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.845701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.845701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.845701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027047395706176758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.872796 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.8737471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.8737471 } kpi_value { floatVal: 0.999751449 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.8737471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.8737471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.8737471 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.873747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975145}, "timestamp": {"timestamp": 1683058339.873747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.873747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.873747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.873747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028797149658203125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.901805 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.9021211 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.9021211 } kpi_value { floatVal: 0.999751627 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.9021211 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.9021211 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.9021211 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.902121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997516}, "timestamp": {"timestamp": 1683058339.902121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.902121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.902121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.902121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04932403564453125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.30509138107299805 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009465295293779632 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003212286039814289 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005516220116987824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002677440643310547 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 154 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:19.983344 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058339.9837339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058339.9837339 } kpi_value { floatVal: 0.999751806 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058339.9837339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058339.9837339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058339.9837339 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.983734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997518}, "timestamp": {"timestamp": 1683058339.983734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.983734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.983734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058339.983734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040955543518066406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.024497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.0247729 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.0247729 } kpi_value { floatVal: 0.999751925 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.0247729 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.0247729 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.0247729 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.024773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997519}, "timestamp": {"timestamp": 1683058340.024773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.024773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.024773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.024773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030832767486572266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.055536 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.0558491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.0558491 } kpi_value { floatVal: 0.999752104 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.0558491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.0558491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.0558491 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.055849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997521}, "timestamp": {"timestamp": 1683058340.055849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.055849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.055849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.055849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029819488525390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.085567 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.085856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.085856 } kpi_value { floatVal: 0.999752283 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.085856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.085856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.085856 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.085856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997523}, "timestamp": {"timestamp": 1683058340.085856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.085856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.085856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.085856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024124860763549805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.109937 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.110208 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.110208 } kpi_value { floatVal: 0.999752462 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.110208 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.110208 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.110208 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.110208}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975246}, "timestamp": {"timestamp": 1683058340.110208}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.110208}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.110208}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.110208}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03293800354003906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.143236 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.1436279 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.1436279 } kpi_value { floatVal: 0.999752581 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.1436279 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.1436279 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.1436279 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.143628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997526}, "timestamp": {"timestamp": 1683058340.143628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.143628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.143628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.143628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022533893585205078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.165880 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.1660371 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.1660371 } kpi_value { floatVal: 0.99975276 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.1660371 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.1660371 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.1660371 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.166037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975276}, "timestamp": {"timestamp": 1683058340.166037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.166037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.166037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.166037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03395342826843262 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.199995 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.20028 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.20028 } kpi_value { floatVal: 0.999752939 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.20028 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.20028 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.20028 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.20028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975294}, "timestamp": {"timestamp": 1683058340.20028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.20028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.20028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.20028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030797719955444336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.230966 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.2311859 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.2311859 } kpi_value { floatVal: 0.999753058 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.2311859 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.2311859 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.2311859 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.231186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975306}, "timestamp": {"timestamp": 1683058340.231186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.231186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.231186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.231186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026073217391967773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.257193 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.2573991 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.2573991 } kpi_value { floatVal: 0.999753237 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.2573991 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.2573991 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.2573991 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.257399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975324}, "timestamp": {"timestamp": 1683058340.257399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.257399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.257399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.257399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036630868911743164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:19', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.3201334476470947 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009519975647450454 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0032026260047527968 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005531449569389224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035872459411621094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 155 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.326672 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.3269191 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.3269191 } kpi_value { floatVal: 0.999753416 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.3269191 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.3269191 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.3269191 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.326919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997534}, "timestamp": {"timestamp": 1683058340.326919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.326919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.326919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.326919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03976011276245117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.366646 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.3668971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.3668971 } kpi_value { floatVal: 0.999753535 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.3668971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.3668971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.3668971 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.366897}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975353}, "timestamp": {"timestamp": 1683058340.366897}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.366897}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.366897}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.366897}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03209972381591797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.400552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.400856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.400856 } kpi_value { floatVal: 0.999753714 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.400856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.400856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.400856 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.400856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997537}, "timestamp": {"timestamp": 1683058340.400856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.400856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.400856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.400856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03936004638671875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.440085 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.4402721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.4402721 } kpi_value { floatVal: 0.999753892 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.4402721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.4402721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.4402721 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.440272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997539}, "timestamp": {"timestamp": 1683058340.440272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.440272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.440272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.440272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0740652084350586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.514670 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.515244 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.515244 } kpi_value { floatVal: 0.999754 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.515244 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.515244 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.515244 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.515244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999754}, "timestamp": {"timestamp": 1683058340.515244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.515244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.515244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.515244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027421951293945312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.542692 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.543433 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.543433 } kpi_value { floatVal: 0.99975419 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.543433 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.543433 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.543433 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.543433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997542}, "timestamp": {"timestamp": 1683058340.543433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.543433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.543433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.543433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027365446090698242 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.570401 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.5707979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.5707979 } kpi_value { floatVal: 0.999754369 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.5707979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.5707979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.5707979 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.570798}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975437}, "timestamp": {"timestamp": 1683058340.570798}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.570798}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.570798}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.570798}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02939891815185547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.600152 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.6005571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.6005571 } kpi_value { floatVal: 0.999754488 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.6005571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.6005571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.6005571 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.600557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997545}, "timestamp": {"timestamp": 1683058340.600557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.600557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.600557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.600557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021776676177978516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.622248 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.62269 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.62269 } kpi_value { floatVal: 0.999754667 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.62269 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.62269 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.62269 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.62269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975467}, "timestamp": {"timestamp": 1683058340.62269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.62269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.62269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.62269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022948026657104492 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.645662 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.646178 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.646178 } kpi_value { floatVal: 0.999754846 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.646178 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.646178 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.646178 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.646178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975485}, "timestamp": {"timestamp": 1683058340.646178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.646178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.646178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.646178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02309250831604004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.35099220275878906 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2076.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2076.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009490984136787936 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003192548716913383 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005516220116987824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034017562866210938 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 156 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.694868 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.695374 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.695374 } kpi_value { floatVal: 0.999754965 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.695374 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.695374 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.695374 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.695374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975497}, "timestamp": {"timestamp": 1683058340.695374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.695374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.695374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.695374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03700995445251465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.732206 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.7326951 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.7326951 } kpi_value { floatVal: 0.999755144 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.7326951 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.7326951 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.7326951 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.732695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975514}, "timestamp": {"timestamp": 1683058340.732695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.732695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.732695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.732695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02895522117614746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.761583 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.762018 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.762018 } kpi_value { floatVal: 0.999755323 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.762018 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.762018 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.762018 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.762018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997553}, "timestamp": {"timestamp": 1683058340.762018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.762018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.762018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.762018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021857261657714844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.783905 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.7843521 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.7843521 } kpi_value { floatVal: 0.999755442 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.7843521 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.7843521 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.7843521 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.784352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975544}, "timestamp": {"timestamp": 1683058340.784352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.784352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.784352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.784352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024103164672851562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.808404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.8089311 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.8089311 } kpi_value { floatVal: 0.999755621 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.8089311 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.8089311 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.8089311 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.808931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997556}, "timestamp": {"timestamp": 1683058340.808931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.808931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.808931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.808931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026971817016601562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.835813 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.8362441 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.8362441 } kpi_value { floatVal: 0.9997558 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.8362441 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.8362441 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.8362441 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.836244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997558}, "timestamp": {"timestamp": 1683058340.836244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.836244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.836244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.836244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030737876892089844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.866920 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.8673379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.8673379 } kpi_value { floatVal: 0.999755919 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.8673379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.8673379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.8673379 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.867338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997559}, "timestamp": {"timestamp": 1683058340.867338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.867338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.867338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.867338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04958486557006836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.916905 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.917501 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.917501 } kpi_value { floatVal: 0.999756098 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.917501 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.917501 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.917501 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.917501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997561}, "timestamp": {"timestamp": 1683058340.917501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.917501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.917501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.917501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022737979888916016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.939991 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.940532 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.940532 } kpi_value { floatVal: 0.999756277 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.940532 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.940532 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.940532 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.940532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997563}, "timestamp": {"timestamp": 1683058340.940532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.940532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.940532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.940532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022752046585083008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:20.963110 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058340.9635949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058340.9635949 } kpi_value { floatVal: 0.999756396 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058340.9635949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058340.9635949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058340.9635949 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.963595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997564}, "timestamp": {"timestamp": 1683058340.963595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.963595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.963595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058340.963595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022853851318359375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:20', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.3029627799987793 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009551258886731259 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003183255460029829 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005531449569389224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004640817642211914 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 157 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.013510 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.014282 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.014282 } kpi_value { floatVal: 0.999756575 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.014282 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.014282 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.014282 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.014282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997566}, "timestamp": {"timestamp": 1683058341.014282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.014282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.014282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.014282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030933380126953125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.044827 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.0452559 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.0452559 } kpi_value { floatVal: 0.999756694 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.0452559 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.0452559 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.0452559 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.045256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997567}, "timestamp": {"timestamp": 1683058341.045256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.045256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.045256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.045256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033261775970458984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.078254 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.0784919 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.0784919 } kpi_value { floatVal: 0.999756873 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.0784919 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.0784919 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.0784919 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.078492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997569}, "timestamp": {"timestamp": 1683058341.078492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.078492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.078492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.078492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028383255004882812 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.106924 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.1073029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.1073029 } kpi_value { floatVal: 0.999757051 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.1073029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.1073029 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.1073029 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.107303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975705}, "timestamp": {"timestamp": 1683058341.107303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.107303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.107303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.107303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02895212173461914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.136006 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.1361921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.1361921 } kpi_value { floatVal: 0.999757171 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.1361921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.1361921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.1361921 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.136192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997572}, "timestamp": {"timestamp": 1683058341.136192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.136192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.136192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.136192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02298879623413086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.159478 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.16024 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.16024 } kpi_value { floatVal: 0.999757349 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.16024 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.16024 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.16024 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.16024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975735}, "timestamp": {"timestamp": 1683058341.16024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.16024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.16024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.16024}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02712273597717285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.186951 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.1873469 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.1873469 } kpi_value { floatVal: 0.999757469 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.1873469 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.1873469 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.1873469 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.187347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975747}, "timestamp": {"timestamp": 1683058341.187347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.187347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.187347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.187347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03700876235961914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.224365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.2248249 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.2248249 } kpi_value { floatVal: 0.999757648 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.2248249 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.2248249 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.2248249 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.224825}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975765}, "timestamp": {"timestamp": 1683058341.224825}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.224825}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.224825}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.224825}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02981424331665039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.254607 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.2550249 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.2550249 } kpi_value { floatVal: 0.999757826 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.2550249 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.2550249 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.2550249 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.255025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997578}, "timestamp": {"timestamp": 1683058341.255025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.255025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.255025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.255025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024804115295410156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.279746 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.280283 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.280283 } kpi_value { floatVal: 0.999757946 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.280283 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.280283 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.280283 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.280283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975795}, "timestamp": {"timestamp": 1683058341.280283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.280283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.280283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.280283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02625584602355957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.30533623695373535 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1483.0}, {"feature": 9.0}, {"feature": 2039.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1483.0}, {"feature": 10.0}, {"feature": 2062.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1483.0}, {"feature": 9.0}, {"feature": 2039.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1483.0}, {"feature": 10.0}, {"feature": 2062.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009524278509241965 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003173345954907508 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005516220116987824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002395153045654297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 158 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.332527 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.3329549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.3329549 } kpi_value { floatVal: 0.999758124 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.3329549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.3329549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.3329549 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.332955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997581}, "timestamp": {"timestamp": 1683058341.332955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.332955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.332955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.332955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02402210235595703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.356942 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.3573971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.3573971 } kpi_value { floatVal: 0.999758244 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.3573971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.3573971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.3573971 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.357397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975824}, "timestamp": {"timestamp": 1683058341.357397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.357397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.357397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.357397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02326226234436035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.380523 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.381058 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.381058 } kpi_value { floatVal: 0.999758422 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.381058 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.381058 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.381058 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.381058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997584}, "timestamp": {"timestamp": 1683058341.381058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.381058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.381058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.381058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023058176040649414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.404010 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.40446 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.40446 } kpi_value { floatVal: 0.999758601 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.40446 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.40446 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.40446 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.40446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997586}, "timestamp": {"timestamp": 1683058341.40446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.40446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.40446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.40446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031018495559692383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.435388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.435899 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.435899 } kpi_value { floatVal: 0.99975872 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.435899 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.435899 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.435899 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.435899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997587}, "timestamp": {"timestamp": 1683058341.435899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.435899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.435899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.435899}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03055286407470703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.466279 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.4667339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.4667339 } kpi_value { floatVal: 0.999758899 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.4667339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.4667339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.4667339 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.466734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997589}, "timestamp": {"timestamp": 1683058341.466734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.466734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.466734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.466734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028477907180786133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.495069 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.495496 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.495496 } kpi_value { floatVal: 0.999759 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.495496 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.495496 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.495496 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.495496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999759}, "timestamp": {"timestamp": 1683058341.495496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.495496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.495496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.495496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030999183654785156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.526450 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.526911 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.526911 } kpi_value { floatVal: 0.999759197 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.526911 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.526911 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.526911 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.526911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997592}, "timestamp": {"timestamp": 1683058341.526911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.526911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.526911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.526911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024323463439941406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.551148 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.551604 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.551604 } kpi_value { floatVal: 0.999759316 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.551604 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.551604 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.551604 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.551604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997593}, "timestamp": {"timestamp": 1683058341.551604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.551604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.551604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.551604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025080204010009766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.576609 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.5770471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.5770471 } kpi_value { floatVal: 0.999759495 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.5770471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.5770471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.5770471 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.577047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997595}, "timestamp": {"timestamp": 1683058341.577047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.577047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.577047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.577047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0313420295715332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2846710681915283 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009495750217516936 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031635543834556677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005500990664586425 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024156570434570312 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 159 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.627681 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.628181 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.628181 } kpi_value { floatVal: 0.999759614 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.628181 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.628181 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.628181 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.628181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997596}, "timestamp": {"timestamp": 1683058341.628181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.628181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.628181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.628181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030199050903320312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.658267 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.658783 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.658783 } kpi_value { floatVal: 0.999759793 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.658783 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.658783 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.658783 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.658783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997598}, "timestamp": {"timestamp": 1683058341.658783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.658783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.658783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.658783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021966218948364258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.680515 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.68099 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.68099 } kpi_value { floatVal: 0.99976 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.68099 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.68099 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.68099 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.68099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976}, "timestamp": {"timestamp": 1683058341.68099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.68099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.68099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.68099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021920204162597656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.702772 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.7032821 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.7032821 } kpi_value { floatVal: 0.999760091 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.7032821 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.7032821 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.7032821 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.703282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997601}, "timestamp": {"timestamp": 1683058341.703282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.703282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.703282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.703282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021846294403076172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.724958 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.725534 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.725534 } kpi_value { floatVal: 0.99976027 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.725534 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.725534 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.725534 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.725534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976027}, "timestamp": {"timestamp": 1683058341.725534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.725534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.725534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.725534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02628469467163086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.751644 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.7520931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.7520931 } kpi_value { floatVal: 0.999760389 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.7520931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.7520931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.7520931 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.752093}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997604}, "timestamp": {"timestamp": 1683058341.752093}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.752093}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.752093}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.752093}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023423194885253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.775423 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.7759609 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.7759609 } kpi_value { floatVal: 0.999760568 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.7759609 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.7759609 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.7759609 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.775961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976057}, "timestamp": {"timestamp": 1683058341.775961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.775961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.775961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.775961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022510766983032227 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.798305 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.798867 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.798867 } kpi_value { floatVal: 0.999760687 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.798867 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.798867 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.798867 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.798867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997607}, "timestamp": {"timestamp": 1683058341.798867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.798867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.798867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.798867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02391338348388672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.822875 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.823442 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.823442 } kpi_value { floatVal: 0.999760866 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.823442 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.823442 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.823442 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.823442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976087}, "timestamp": {"timestamp": 1683058341.823442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.823442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.823442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.823442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022867441177368164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.846117 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.846812 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.846812 } kpi_value { floatVal: 0.999761 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.846812 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.846812 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.846812 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.846812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999761}, "timestamp": {"timestamp": 1683058341.846812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.846812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.846812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.846812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03583216667175293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2649245262145996 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009507379596470855 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031536868734035766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005516220116987824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00295257568359375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 160 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.917229 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.9174781 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.9174781 } kpi_value { floatVal: 0.999761164 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.9174781 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.9174781 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.9174781 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.917478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976116}, "timestamp": {"timestamp": 1683058341.917478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.917478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.917478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.917478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03140902519226074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.948779 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.9489479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.9489479 } kpi_value { floatVal: 0.999761283 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.9489479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.9489479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.9489479 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.948948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997613}, "timestamp": {"timestamp": 1683058341.948948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.948948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.948948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.948948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02041029930114746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.969371 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.969553 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.969553 } kpi_value { floatVal: 0.999761462 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.969553 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.969553 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.969553 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.969553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976146}, "timestamp": {"timestamp": 1683058341.969553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.969553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.969553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.969553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02402973175048828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:21.993541 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058341.993721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058341.993721 } kpi_value { floatVal: 0.999761581 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058341.993721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058341.993721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058341.993721 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.993721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997616}, "timestamp": {"timestamp": 1683058341.993721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.993721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.993721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058341.993721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022985458374023438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.016684 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.0168669 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.0168669 } kpi_value { floatVal: 0.99976176 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.0168669 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.0168669 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.0168669 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.016867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976176}, "timestamp": {"timestamp": 1683058342.016867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.016867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.016867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.016867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027373075485229492 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.044237 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.0445471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.0445471 } kpi_value { floatVal: 0.999761879 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.0445471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.0445471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.0445471 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.044547}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997619}, "timestamp": {"timestamp": 1683058342.044547}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.044547}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.044547}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.044547}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031217575073242188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.075640 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.0758979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.0758979 } kpi_value { floatVal: 0.999762058 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.0758979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.0758979 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.0758979 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.075898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976206}, "timestamp": {"timestamp": 1683058342.075898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.075898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.075898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.075898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021923065185546875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.097715 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.097898 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.097898 } kpi_value { floatVal: 0.999762177 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.097898 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.097898 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.097898 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.097898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997622}, "timestamp": {"timestamp": 1683058342.097898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.097898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.097898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.097898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03202199935913086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.129915 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.1301179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.1301179 } kpi_value { floatVal: 0.999762356 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.1301179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.1301179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.1301179 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.130118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976236}, "timestamp": {"timestamp": 1683058342.130118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.130118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.130118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.130118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020941734313964844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.151156 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.151438 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.151438 } kpi_value { floatVal: 0.999762475 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.151438 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.151438 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.151438 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.151438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997625}, "timestamp": {"timestamp": 1683058342.151438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.151438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.151438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.151438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020674943923950195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:21', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.26233863830566406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1483.0}, {"feature": 11.0}, {"feature": 2085.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009486052274171795 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031439933006909655 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005531449569389224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002379179000854492 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 161 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.252470 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.2527561 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.2527561 } kpi_value { floatVal: 0.999762654 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.2527561 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.2527561 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.2527561 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.252756}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976265}, "timestamp": {"timestamp": 1683058342.252756}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.252756}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.252756}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.252756}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034876108169555664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.287506 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.287714 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.287714 } kpi_value { floatVal: 0.999762774 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.287714 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.287714 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.287714 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.287714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997628}, "timestamp": {"timestamp": 1683058342.287714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.287714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.287714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.287714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026336669921875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.314231 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.3147061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.3147061 } kpi_value { floatVal: 0.999762952 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.3147061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.3147061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.3147061 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.314706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976295}, "timestamp": {"timestamp": 1683058342.314706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.314706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.314706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.314706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02395939826965332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.338525 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.338871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.338871 } kpi_value { floatVal: 0.999763072 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.338871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.338871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.338871 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.338871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997631}, "timestamp": {"timestamp": 1683058342.338871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.338871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.338871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.338871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025394201278686523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.364186 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.364542 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.364542 } kpi_value { floatVal: 0.99976325 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.364542 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.364542 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.364542 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.364542}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976325}, "timestamp": {"timestamp": 1683058342.364542}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.364542}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.364542}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.364542}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024457693099975586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.388963 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.389333 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.389333 } kpi_value { floatVal: 0.99976337 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.389333 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.389333 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.389333 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.389333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976337}, "timestamp": {"timestamp": 1683058342.389333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.389333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.389333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.389333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021749496459960938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.411000 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.4113491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.4113491 } kpi_value { floatVal: 0.999762177 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.4113491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.4113491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.4113491 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.411349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997622}, "timestamp": {"timestamp": 1683058342.411349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.411349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.411349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.411349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02269268035888672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.433958 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.4344461 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.4344461 } kpi_value { floatVal: 0.999760747 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.4344461 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.4344461 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.4344461 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.434446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976075}, "timestamp": {"timestamp": 1683058342.434446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.434446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.434446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.434446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02373981475830078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.457963 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.4584451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.4584451 } kpi_value { floatVal: 0.999760926 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.4584451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.4584451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.4584451 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.458445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997609}, "timestamp": {"timestamp": 1683058342.458445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.458445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.458445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.458445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029032468795776367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.487411 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.48785 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.48785 } kpi_value { floatVal: 0.999761045 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.48785 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.48785 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.48785 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.48785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976104}, "timestamp": {"timestamp": 1683058342.48785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.48785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.48785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.48785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024351119995117188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.26776576042175293 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009473381020749608 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031343158342134005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005538329714909196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026030540466308594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 162 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.559686 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.560142 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.560142 } kpi_value { floatVal: 0.999759912 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.560142 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.560142 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.560142 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.560142}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997599}, "timestamp": {"timestamp": 1683058342.560142}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.560142}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.560142}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.560142}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027613401412963867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.587619 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.5881591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.5881591 } kpi_value { floatVal: 0.99975872 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.5881591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.5881591 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.5881591 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.588159}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997587}, "timestamp": {"timestamp": 1683058342.588159}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.588159}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.588159}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.588159}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025481224060058594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.613426 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.613941 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.613941 } kpi_value { floatVal: 0.99975729 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.613941 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.613941 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.613941 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.613941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997573}, "timestamp": {"timestamp": 1683058342.613941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.613941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.613941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.613941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02527904510498047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.639044 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.6395259 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.6395259 } kpi_value { floatVal: 0.999755919 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.6395259 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.6395259 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.6395259 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.639526}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997559}, "timestamp": {"timestamp": 1683058342.639526}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.639526}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.639526}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.639526}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02330613136291504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.662677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.6631229 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.6631229 } kpi_value { floatVal: 0.999756098 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.6631229 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.6631229 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.6631229 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.663123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997561}, "timestamp": {"timestamp": 1683058342.663123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.663123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.663123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.663123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02342963218688965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.686476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.686964 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.686964 } kpi_value { floatVal: 0.999756217 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.686964 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.686964 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.686964 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.686964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997562}, "timestamp": {"timestamp": 1683058342.686964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.686964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.686964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.686964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02373218536376953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.710579 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.711117 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.711117 } kpi_value { floatVal: 0.999756396 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.711117 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.711117 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.711117 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.711117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997564}, "timestamp": {"timestamp": 1683058342.711117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.711117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.711117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.711117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026075363159179688 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.736986 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.737443 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.737443 } kpi_value { floatVal: 0.999756515 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.737443 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.737443 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.737443 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.737443}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997565}, "timestamp": {"timestamp": 1683058342.737443}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.737443}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.737443}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.737443}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03267717361450195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.769830 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.7700281 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.7700281 } kpi_value { floatVal: 0.999756694 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.7700281 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.7700281 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.7700281 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.770028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997567}, "timestamp": {"timestamp": 1683058342.770028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.770028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.770028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.770028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03769207000732422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.808305 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.80888 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.80888 } kpi_value { floatVal: 0.999756813 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.80888 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.80888 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.80888 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.80888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997568}, "timestamp": {"timestamp": 1683058342.80888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.80888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.80888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.80888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034624576568603516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2919595241546631 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009451848126239389 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031248067687963364 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005545209860429168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027878284454345703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 163 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.883399 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.8838141 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.8838141 } kpi_value { floatVal: 0.999757 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.8838141 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.8838141 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.8838141 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.883814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999757}, "timestamp": {"timestamp": 1683058342.883814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.883814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.883814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.883814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026716947555541992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.910301 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.9105 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.9105 } kpi_value { floatVal: 0.999757171 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.9105 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.9105 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.9105 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.9105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997572}, "timestamp": {"timestamp": 1683058342.9105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.9105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.9105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.9105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022432565689086914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.932908 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.9331369 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.9331369 } kpi_value { floatVal: 0.99975729 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.9331369 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.9331369 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.9331369 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.933137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997573}, "timestamp": {"timestamp": 1683058342.933137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.933137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.933137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.933137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024738073348999023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.957792 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.957994 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.957994 } kpi_value { floatVal: 0.999757469 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.957994 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.957994 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.957994 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.957994}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975747}, "timestamp": {"timestamp": 1683058342.957994}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.957994}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.957994}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.957994}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02338862419128418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:22.981323 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058342.9815049 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058342.9815049 } kpi_value { floatVal: 0.999757588 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058342.9815049 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058342.9815049 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058342.9815049 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.981505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997576}, "timestamp": {"timestamp": 1683058342.981505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.981505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.981505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058342.981505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022305011749267578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.003800 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.004004 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.004004 } kpi_value { floatVal: 0.999757767 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.004004 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.004004 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.004004 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.004004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975777}, "timestamp": {"timestamp": 1683058343.004004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.004004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.004004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.004004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020611286163330078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.024537 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.0247021 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.0247021 } kpi_value { floatVal: 0.999757886 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.0247021 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.0247021 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.0247021 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.024702}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997579}, "timestamp": {"timestamp": 1683058343.024702}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.024702}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.024702}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.024702}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036093711853027344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.060968 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.061363 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.061363 } kpi_value { floatVal: 0.999758065 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.061363 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.061363 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.061363 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.061363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975806}, "timestamp": {"timestamp": 1683058343.061363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.061363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.061363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.061363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022209644317626953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.083538 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.083976 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.083976 } kpi_value { floatVal: 0.999758184 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.083976 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.083976 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.083976 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.083976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997582}, "timestamp": {"timestamp": 1683058343.083976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.083976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.083976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.083976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022062063217163086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.105947 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.1063769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.1063769 } kpi_value { floatVal: 0.999758363 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.1063769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.1063769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.1063769 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.106377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975836}, "timestamp": {"timestamp": 1683058343.106377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.106377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.106377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.106377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0220186710357666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:22', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.25438618659973145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009433132462862243 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031153569879148737 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005570704815909266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023484230041503906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 164 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.149344 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.1497829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.1497829 } kpi_value { floatVal: 0.999758482 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.1497829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.1497829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.1497829 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.149783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997585}, "timestamp": {"timestamp": 1683058343.149783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.149783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.149783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.149783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02373528480529785 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.173443 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.173888 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.173888 } kpi_value { floatVal: 0.999757051 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.173888 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.173888 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.173888 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.173888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975705}, "timestamp": {"timestamp": 1683058343.173888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.173888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.173888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.173888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021860361099243164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.195627 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.19602 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.19602 } kpi_value { floatVal: 0.99975723 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.19602 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.19602 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.19602 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.19602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975723}, "timestamp": {"timestamp": 1683058343.19602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.19602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.19602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.19602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02996826171875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.226959 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.2272489 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.2272489 } kpi_value { floatVal: 0.999757349 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.2272489 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.2272489 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.2272489 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.227249}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975735}, "timestamp": {"timestamp": 1683058343.227249}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.227249}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.227249}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.227249}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02162456512451172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.248923 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.249315 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.249315 } kpi_value { floatVal: 0.999757528 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.249315 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.249315 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.249315 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.249315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997575}, "timestamp": {"timestamp": 1683058343.249315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.249315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.249315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.249315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02313542366027832 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.272378 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.272723 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.272723 } kpi_value { floatVal: 0.999757648 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.272723 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.272723 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.272723 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.272723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975765}, "timestamp": {"timestamp": 1683058343.272723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.272723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.272723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.272723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022318124771118164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.295190 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.295866 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.295866 } kpi_value { floatVal: 0.999757826 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.295866 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.295866 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.295866 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.295866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997578}, "timestamp": {"timestamp": 1683058343.295866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.295866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.295866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.295866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023966073989868164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.319695 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.3201079 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.3201079 } kpi_value { floatVal: 0.999757946 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.3201079 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.3201079 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.3201079 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.320108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975795}, "timestamp": {"timestamp": 1683058343.320108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.320108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.320108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.320108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02309703826904297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.343185 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.3440909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.3440909 } kpi_value { floatVal: 0.999758124 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.3440909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.3440909 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.3440909 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.344091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997581}, "timestamp": {"timestamp": 1683058343.344091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.344091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.344091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.344091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024065017700195312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.367695 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.368119 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.368119 } kpi_value { floatVal: 0.999758244 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.368119 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.368119 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.368119 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.368119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975824}, "timestamp": {"timestamp": 1683058343.368119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.368119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.368119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.368119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022870779037475586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2506542205810547 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 1927.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 1927.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000942315929569304 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0031059284246744887 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005596199771389365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030608177185058594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 165 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.421307 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.4218669 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.4218669 } kpi_value { floatVal: 0.999758422 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.4218669 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.4218669 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.4218669 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.421867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997584}, "timestamp": {"timestamp": 1683058343.421867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.421867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.421867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.421867}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026645421981811523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.448447 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.4490969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.4490969 } kpi_value { floatVal: 0.999758542 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.4490969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.4490969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.4490969 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.449097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975854}, "timestamp": {"timestamp": 1683058343.449097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.449097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.449097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.449097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02571845054626465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.474624 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.4750359 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.4750359 } kpi_value { floatVal: 0.99975872 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.4750359 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.4750359 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.4750359 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.475036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997587}, "timestamp": {"timestamp": 1683058343.475036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.475036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.475036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.475036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027170181274414062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.502167 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.5028219 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.5028219 } kpi_value { floatVal: 0.99975884 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.5028219 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.5028219 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.5028219 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.502822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975884}, "timestamp": {"timestamp": 1683058343.502822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.502822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.502822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.502822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033354759216308594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.536164 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.536665 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.536665 } kpi_value { floatVal: 0.999759 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.536665 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.536665 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.536665 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.536665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999759}, "timestamp": {"timestamp": 1683058343.536665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.536665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.536665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.536665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03765439987182617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.574137 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.57455 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.57455 } kpi_value { floatVal: 0.999759138 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.57455 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.57455 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.57455 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.57455}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975914}, "timestamp": {"timestamp": 1683058343.57455}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.57455}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.57455}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.57455}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02343916893005371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.597745 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.5981059 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.5981059 } kpi_value { floatVal: 0.999759257 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.5981059 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.5981059 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.5981059 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.598106}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975926}, "timestamp": {"timestamp": 1683058343.598106}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.598106}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.598106}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.598106}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023962974548339844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.622019 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.622468 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.622468 } kpi_value { floatVal: 0.999759436 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.622468 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.622468 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.622468 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.622468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975944}, "timestamp": {"timestamp": 1683058343.622468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.622468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.622468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.622468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024567127227783203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.646867 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.6472759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.6472759 } kpi_value { floatVal: 0.999759555 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.6472759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.6472759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.6472759 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.647276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975955}, "timestamp": {"timestamp": 1683058343.647276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.647276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.647276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.647276}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02210402488708496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.669290 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.669734 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.669734 } kpi_value { floatVal: 0.999759734 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.669734 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.669734 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.669734 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.669734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975973}, "timestamp": {"timestamp": 1683058343.669734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.669734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.669734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.669734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02315378189086914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.2823669910430908 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009399195081071861 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.003096712086396216 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005570704815909266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002412080764770508 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 166 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.720137 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.7206471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.7206471 } kpi_value { floatVal: 0.999759853 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.7206471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.7206471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.7206471 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.720647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99975985}, "timestamp": {"timestamp": 1683058343.720647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.720647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.720647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.720647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022022485733032227 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.742560 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.742986 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.742986 } kpi_value { floatVal: 0.999760032 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.742986 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.742986 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.742986 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.742986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976003}, "timestamp": {"timestamp": 1683058343.742986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.742986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.742986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.742986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022580862045288086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.765512 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.766036 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.766036 } kpi_value { floatVal: 0.999760151 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.766036 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.766036 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.766036 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.766036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976015}, "timestamp": {"timestamp": 1683058343.766036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.766036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.766036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.766036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022893190383911133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.788745 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.7892179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.7892179 } kpi_value { floatVal: 0.99976033 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.7892179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.7892179 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.7892179 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.789218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997603}, "timestamp": {"timestamp": 1683058343.789218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.789218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.789218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.789218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022136449813842773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.811306 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.811759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.811759 } kpi_value { floatVal: 0.999760449 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.811759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.811759 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.811759 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.811759}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976045}, "timestamp": {"timestamp": 1683058343.811759}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.811759}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.811759}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.811759}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02192831039428711 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.833658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.8341219 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.8341219 } kpi_value { floatVal: 0.999760568 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.8341219 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.8341219 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.8341219 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.834122}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976057}, "timestamp": {"timestamp": 1683058343.834122}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.834122}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.834122}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.834122}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029408693313598633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.863505 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.8640549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.8640549 } kpi_value { floatVal: 0.999760747 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.8640549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.8640549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.8640549 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.864055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976075}, "timestamp": {"timestamp": 1683058343.864055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.864055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.864055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.864055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022155046463012695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.886137 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.88659 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.88659 } kpi_value { floatVal: 0.999760866 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.88659 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.88659 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.88659 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.88659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976087}, "timestamp": {"timestamp": 1683058343.88659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.88659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.88659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.88659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02365565299987793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.910189 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.91067 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.91067 } kpi_value { floatVal: 0.999761045 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.91067 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.91067 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.91067 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.91067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976104}, "timestamp": {"timestamp": 1683058343.91067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.91067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.91067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.91067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0230255126953125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:23.933649 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:11:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058343.9341569 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058343.9341569 } kpi_value { floatVal: 0.999761164 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058343.9341569 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058343.9341569 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058343.9341569 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.934157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99976116}, "timestamp": {"timestamp": 1683058343.934157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.934157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.934157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058343.934157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025265932083129883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:23', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.24780941009521484 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 1927.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 1244.0}, {"feature": 9.0}, {"feature": 2421.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 1927.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 5.0}, {"feature": 813.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000938073092023145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0030875182223372424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005596199771389365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002800464630126953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 167 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.020936 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0004868507385253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.021727 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.022207 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.022207 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.022207 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.022207 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.022207 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.022207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.022207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.022207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.022207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.022207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02405381202697754 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.046144 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.046639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.046639 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.046639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.046639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.046639 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.046639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.046639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.046639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.046639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.046639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02196526527404785 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.068490 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.0689869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.0689869 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.0689869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.0689869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.0689869 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.068987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.068987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.068987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.068987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.068987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024574756622314453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.093475 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.093931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.093931 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.093931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.093931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.093931 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.093931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.093931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.093931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.093931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.093931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022168397903442383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.116021 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.1165791 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.1165791 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.1165791 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.1165791 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.1165791 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.116579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.116579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.116579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.116579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.116579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023220062255859375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.139858 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.141408 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.141408 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.141408 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.141408 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.141408 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.141408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.141408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.141408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.141408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.141408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02500128746032715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.165402 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.166081 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.166081 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.166081 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.166081 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.166081 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.166081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683058344.166081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.166081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.166081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.166081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040541887283325195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} 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:current_time: 2023-05-02 20:12:24.206313 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.206599 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.206599 } kpi_value { floatVal: 0.99973309 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.206599 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.206599 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.206599 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.206599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997331}, "timestamp": {"timestamp": 1683058344.206599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.206599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.206599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.206599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021816730499267578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} 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:current_time: 2023-05-02 20:12:24.228399 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.228677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.228677 } kpi_value { floatVal: 0.999479413 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.228677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.228677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.228677 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.228677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9994794}, "timestamp": {"timestamp": 1683058344.228677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.228677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.228677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.228677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024244070053100586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} 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, metrics processed"} DEBUG:root:Metrics: 10 DEBUG:root:Batch time: 0.23985505104064941 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics reply: {"message": "OK, information received."} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeBatchConnectionStatistics request: {"metrics": [{"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": 1683058300.0, "time_start": 1683058300.0}, "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}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1335.0}, {"feature": 1.0}, {"feature": 1335.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1335.0}, {"feature": 1.0}, {"feature": 1335.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 409.0}, {"feature": 2.0}, {"feature": 409.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1335.0}, {"feature": 1.0}, {"feature": 1335.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 409.0}, {"feature": 2.0}, {"feature": 409.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1593.0}, {"feature": 2.0}, {"feature": 1593.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 965.0}, {"feature": 3.0}, {"feature": 965.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1593.0}, {"feature": 2.0}, {"feature": 1593.0}]}, {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 965.0}, {"feature": 3.0}, {"feature": 965.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 2113.0}, {"feature": 3.0}, {"feature": 2113.0}]}]} 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": 1683058300.0, "time_start": 1683058300.0}, "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}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 333.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1408.0}, {"feature": 6.0}, {"feature": 1408.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1335.0}, {"feature": 1.0}, {"feature": 1335.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 283.0}, {"feature": 1.0}, {"feature": 283.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1335.0}, {"feature": 1.0}, {"feature": 1335.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 409.0}, {"feature": 2.0}, {"feature": 409.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1335.0}, {"feature": 1.0}, {"feature": 1335.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 409.0}, {"feature": 2.0}, {"feature": 409.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1593.0}, {"feature": 2.0}, {"feature": 1593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 965.0}, {"feature": 3.0}, {"feature": 965.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1593.0}, {"feature": 2.0}, {"feature": 1593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} 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": 1683058300.0, "time_start": 1683058300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 965.0}, {"feature": 3.0}, {"feature": 965.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 2113.0}, {"feature": 3.0}, {"feature": 2113.0}]} DEBUG:root:Performing inference... 936cfe45-ca1c-42f5-a8db-e0beef8de1b9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0009360874669038735 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.03961883101146668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0003253309987485409 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0030784224099501324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005599595024250448 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021066665649414062 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-05-02 20:12:24.282261 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-05-02 20:12:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-05-02 20:13:23.989500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "1" } } timestamp { timestamp: 1683058344.282599 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "2" } } timestamp { timestamp: 1683058344.282599 } kpi_value { floatVal: 0.99929136 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "3" } } timestamp { timestamp: 1683058344.282599 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "4" } } timestamp { timestamp: 1683058344.282599 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "5" } } timestamp { timestamp: 1683058344.282599 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.282599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99929136}, "timestamp": {"timestamp": 1683058344.282599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.282599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.282599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683058344.282599}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02570199966430664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '02/05/2023 20:12:24', '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': 1683058304.0, 'time_end': 1683058304.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "02/05/2023 20:12:24" 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: 1.6830583e+09 time_end: 1.6830583e+09