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Created rpc to receive scalability parameters  
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  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"
}
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, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
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Created rpc to receive scalability parameters  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980783}, "timestamp": {"timestamp": 1683550841.397089}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03322935104370117 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Created rpc to receive scalability parameters  
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}
, '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"
}
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998083}, "timestamp": {"timestamp": 1683550841.473692}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025860071182250977 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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  }
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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  }
}
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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  }
}
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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}
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998088}, "timestamp": {"timestamp": 1683550841.54064}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
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Created rpc to receive scalability parameters  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030652761459350586 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
, '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"
}
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 1158.0}, {"feature": 5.0}, {"feature": 1490.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 1158.0}, {"feature": 5.0}, {"feature": 1490.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 795.0}, {"feature": 4.0}, {"feature": 1127.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006573205269727125
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011278597402057454
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002473592758178711 seconds
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INFO:root:Inference performed correctly
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 759
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998092}, "timestamp": {"timestamp": 1683550841.656495}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024909019470214844 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
, '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"
}
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998097}, "timestamp": {"timestamp": 1683550841.725043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04710865020751953 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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  }
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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  }
}
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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  }
}
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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}
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998101}, "timestamp": {"timestamp": 1683550841.813305}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022214174270629883 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
, '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"
}
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998106}, "timestamp": {"timestamp": 1683550841.884722}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02872323989868164 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Created rpc to receive scalability parameters  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Created rpc to receive scalability parameters  
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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  }
}
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- Changed cad to process connections by batches  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981105}, "timestamp": {"timestamp": 1683550841.957325}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023569822311401367 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998115}, "timestamp": {"timestamp": 1683550842.023507}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0423130989074707 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998119}, "timestamp": {"timestamp": 1683550842.107206}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03440284729003906 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981236}, "timestamp": {"timestamp": 1683550842.18807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0350346565246582 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998128}, "timestamp": {"timestamp": 1683550842.26323}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032642364501953125 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981326}, "timestamp": {"timestamp": 1683550842.341849}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02480173110961914 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
, '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"
}
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"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": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006576055722880962
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011271448397650059
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003963947296142578 seconds
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:Inference performed correctly
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 760
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998137}, "timestamp": {"timestamp": 1683550842.443643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033651113510131836 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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- Changed cad to process connections by batches  
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998141}, "timestamp": {"timestamp": 1683550842.541733}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03250479698181152 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998145}, "timestamp": {"timestamp": 1683550842.622027}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05767226219177246 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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- Changed cad to process connections by batches  
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999815}, "timestamp": {"timestamp": 1683550842.742428}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027007102966308594 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998154}, "timestamp": {"timestamp": 1683550842.809155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030896663665771484 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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}
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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  }
}
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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  }
}
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998158}, "timestamp": {"timestamp": 1683550842.907688}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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6835 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03862810134887695 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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- Changed cad to process connections by batches  
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
6872 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981624}, "timestamp": {"timestamp": 1683550842.992839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server

DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022719144821166992 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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- Changed cad to process connections by batches  
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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  }
}
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- Changed cad to process connections by batches  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981666}, "timestamp": {"timestamp": 1683550843.065678}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
6919 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05068206787109375 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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- Changed cad to process connections by batches  
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998171}, "timestamp": {"timestamp": 1683550843.184398}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026806116104125977 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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- Changed cad to process connections by batches  
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  uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
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Changes related to CAD scalability experiments:  
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}
, '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"
}
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- Changed cad to process connections by batches  
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, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}}
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