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Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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29997 29998 29999 30000 
  }
}
timestamp {
  timestamp: 1680264333.823427
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998765}, "timestamp": {"timestamp": 1680264333.823427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.823427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026500940322875977 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.0630304813385
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039403026119115445
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014223969640227072
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00434112548828125 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1299
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.858696
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264333.860275
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264333.860275
}
kpi_value {
  floatVal: 0.999877
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264333.860275
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264333.860275
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264333.860275
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.999877}, "timestamp": {"timestamp": 1680264333.860275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.860275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031150341033935547 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.1044943332672
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:41215:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41215", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 960.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003939529979386582
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014218525099311543
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003389596939086914 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1300
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.902959
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264333.903899
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264333.903899
}
kpi_value {
  floatVal: 0.999877453
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264333.903899
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264333.903899
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264333.903899
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987745}, "timestamp": {"timestamp": 1680264333.903899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.903899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044199466705322266 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41215:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41215', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.16158604621887
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1226.0}, {"feature": 6.0}, {"feature": 1723.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039392999253650237
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014213062009179195
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026216506958007812 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1301
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.955372
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264333.955996
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264333.955996
}
kpi_value {
  floatVal: 0.99987793
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264333.955996
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264333.955996
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264333.955996
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998779}, "timestamp": {"timestamp": 1680264333.955996}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.955996}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0329127311706543 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.2017958164215
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039380977901997766
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014207668961181833
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016050338745117188 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1302
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:33.996768
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264333.996985
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264333.996985
}
kpi_value {
  floatVal: 0.999878407
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264333.996985
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264333.996985
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264333.996985
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998784}, "timestamp": {"timestamp": 1680264333.996985}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264333.996985}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036951303482055664 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.24979662895203
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 562.0}, {"feature": 4.0}, {"feature": 629.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039371796108136155
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014202254651770412
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002505810116417706
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001791238784790039 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1303
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.042650
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264334.0428381
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264334.0428381
}
kpi_value {
  floatVal: 0.999878824
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264334.0428381
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264334.0428381
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264334.0428381
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998788}, "timestamp": {"timestamp": 1680264334.042838}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.042838}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024813175201416016 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.280930519104
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039355439054308334
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014196930738787938
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002875089645385742 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1304
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.075884
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264334.076596
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264334.076596
}
kpi_value {
  floatVal: 0.999879301
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264334.076596
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264334.076596
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264334.076596
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998793}, "timestamp": {"timestamp": 1680264334.076596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.076596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0688016414642334 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.36044001579285
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003934402239573156
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014191550141342032
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016679763793945312 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1305
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.156389
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264334.156635
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264334.156635
}
kpi_value {
  floatVal: 0.999879718
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264334.156635
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264334.156635
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264334.156635
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998797}, "timestamp": {"timestamp": 1680264334.156635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.156635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05829453468322754 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.42818760871887
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003933989719037041
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014186123715972266
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002502959978301078
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032699108123779297 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1306
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.332703
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264334.3331
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264334.3331
}
kpi_value {
  floatVal: 0.999880195
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264334.3331
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264334.3331
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264334.3331
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9998802}, "timestamp": {"timestamp": 1680264334.3331}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.3331}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041001081466674805 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.58968257904053
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039323050446463456
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014180826389254067
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000250010984018445
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001615762710571289 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1307
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.382782
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264334.383116
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264334.383116
}
kpi_value {
  floatVal: 0.999872744
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264334.383116
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
timestamp {
  timestamp: 1680264334.383116
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "5"
  }
}
timestamp {
  timestamp: 1680264334.383116
}
kpi_value {
  int32Val: 0
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99987274}, "timestamp": {"timestamp": 1680264334.383116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264334.383116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054819345474243164 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '31/03/2023 12:05:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 206.6515998840332
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00039310578922762475
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014175476252349375
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002499439870007336
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019185543060302734 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1308
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:34.444803
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:06:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "1"
  }
}
timestamp {
  timestamp: 1680264334.445014
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "2"
  }
}
timestamp {
  timestamp: 1680264334.445014
}
kpi_value {
  floatVal: 0.999863863
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "3"
  }
}
timestamp {
  timestamp: 1680264334.445014
}
kpi_value {
  int32Val: 0
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "4"
  }
}
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