cad_log.txt

DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.378348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.378348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04236602783203125 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52944:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52944', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975274801254272

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8120934963226
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037508543212317957
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013569552639101628
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032253265380859375 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7425
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.428412
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.428951
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.428951
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.428951
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.428951
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.428951
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.428951}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04822707176208496 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975278377532959

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8683547973633
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000375062644155834
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013568653165070747
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002385377883911133 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7426
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.483665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.4838779
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.4838779
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.4838779
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.4838779
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.4838779
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.483878}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02221226692199707 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975281357765198

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8975443840027
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003750286131047798
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013567771359669452
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002225160598754883 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7427
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.511359
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.511586
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.511586
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.511586
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.511586
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.511586
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.511586}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06377553939819336 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975284934043884

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.9667754173279
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003750124207764135
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013566865219961114
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004604816436767578 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7428
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.583953
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.5843151
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.5843151
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.5843151
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.5843151
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.5843151
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.584315}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03940248489379883 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975288510322571

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.0150806903839
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749882816674276
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565968040207283
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026803016662597656 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7429
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.629842
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.6300881
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.6300881
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.6300881
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.6300881
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.6300881
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.630088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09805011749267578 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997529149055481

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.1195316314697
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749791653478997
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565057366761281
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003282308578491211 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7430
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.737021
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.737277
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.737277
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.737277
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.737277
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.737277
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.737277}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03847861289978027 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975295066833496

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.1671261787415
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749596388826189
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013564155044455727
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030846595764160156 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7431
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.786129
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
  kpi_id {
    uuid: "17"
  }
}
timestamp {
  timestamp: 1681725080.7864339
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
  kpi_id {
    uuid: "18"
  }
}
timestamp {
  timestamp: 1681725080.7864339
}
kpi_value {
  floatVal: 0.999999583
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
  kpi_id {
    uuid: "19"
  }
}
timestamp {
  timestamp: 1681725080.7864339
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
  kpi_id {
    uuid: "20"
  }
}
timestamp {
  timestamp: 1681725080.7864339
}
kpi_value {
  int32Val: 1
}

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
  kpi_id {
    uuid: "21"
  }
}
timestamp {
  timestamp: 1681725080.7864339
}
kpi_value {
  int32Val: 1
}

DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.786434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02551126480102539 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
  uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
}
, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
  }
  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
  }
}
device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
  }
}
endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975298643112183

INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.2032861709595
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037493949213548413
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013563253581901323
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003973484039306641 seconds