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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972355}, "timestamp": {"timestamp": 1683626576.55352}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03270554542541504 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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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:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007801066753505513
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.02860093799972674
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00030266599787864834
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002019205012138472
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005653904991049785
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034456253051757812 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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 194
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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": 1683626576.645932}}
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- Changed cad to process connections by batches  
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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": 0.999724}, "timestamp": {"timestamp": 1683626576.645932}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
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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 0.024466514587402344 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997244}, "timestamp": {"timestamp": 1683626576.685169}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026790380477905273 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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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
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972475}, "timestamp": {"timestamp": 1683626576.72708}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
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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 0.03845667839050293 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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': 1683626624.0, 'time_end': 1683626624.0}
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972516}, "timestamp": {"timestamp": 1683626576.781897}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
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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 0.024817228317260742 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997256}, "timestamp": {"timestamp": 1683626576.83201}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02637195587158203 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.873975}}
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972594}, "timestamp": {"timestamp": 1683626576.873975}}
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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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Fixed CAD not generating CSV file  
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": 1683626576.873975}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.873975}}
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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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Fixed CAD not generating CSV file  
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": 1683626576.873975}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028055906295776367 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972636}, "timestamp": {"timestamp": 1683626576.92002}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024119138717651367 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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  }
}
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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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  }
}
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997267}, "timestamp": {"timestamp": 1683626576.959601}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028266191482543945 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
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  }
}
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Changes related to CAD scalability experiments:  
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service_uuid {
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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}
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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"
    }
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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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Changes related to CAD scalability experiments:  
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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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Changes related to CAD scalability experiments:  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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}
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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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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
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997235}, "timestamp": {"timestamp": 1683626577.003234}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024222373962402344 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997209}, "timestamp": {"timestamp": 1683626577.050543}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033721208572387695 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  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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service_uuid {
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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Changes related to CAD scalability experiments:  
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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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:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1196.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1196.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
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- Changed cad to process connections by batches  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007811900667431287
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.02860093799972674
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00030266599787864834
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020140774377061907
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00056561800010968
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004243612289428711 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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 195
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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
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971783}, "timestamp": {"timestamp": 1683626577.150552}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038657188415527344 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': 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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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  }
}
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971825}, "timestamp": {"timestamp": 1683626577.217746}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0470273494720459 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
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  }
}
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Changes related to CAD scalability experiments:  
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service_uuid {
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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}
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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"
    }
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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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Changes related to CAD scalability experiments:  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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  }
}
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Changes related to CAD scalability experiments:  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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  }
}
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Changes related to CAD scalability experiments:  
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
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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
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997186}, "timestamp": {"timestamp": 1683626577.286951}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04006004333496094 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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Changes related to CAD 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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  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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999719}, "timestamp": {"timestamp": 1683626577.343112}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02694082260131836 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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"
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  }
}
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Changes related to CAD scalability experiments:  
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service_uuid {
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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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}
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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"
    }
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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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Changes related to CAD scalability experiments:  
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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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Changes related to CAD scalability experiments:  
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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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Changes related to CAD scalability experiments:  
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.385197}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971944}, "timestamp": {"timestamp": 1683626577.385197}}
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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 result: {}
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Fixed CAD not generating CSV file  
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": 1683626577.385197}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.385197}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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": 1683626577.385197}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028377294540405273 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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Changes related to CAD scalability experiments:  
Luis de la Cal committed
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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.
Luis de la Cal committed
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.428753}}
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997198}, "timestamp": {"timestamp": 1683626577.428753}}
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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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Fixed CAD not generating CSV file  
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": 1683626577.428753}}
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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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Fixed CAD not generating CSV file  
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": 1683626577.428753}}
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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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Fixed CAD not generating CSV file  
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": 1683626577.428753}}
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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: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
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- Changed cad to process connections by batches  
Luis de la Cal committed
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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02376866340637207 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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Changes related to CAD scalability experiments:  
Luis de la Cal committed
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
1801 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
1802 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1803 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
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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 result: {}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1805 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971724}, "timestamp": {"timestamp": 1683626577.467178}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02169942855834961 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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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Fixed CAD not generating CSV file  
Luis de la Cal committed
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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}
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.503564}}
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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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Fixed CAD not generating CSV file  
Luis de la Cal committed
1847 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999714}, "timestamp": {"timestamp": 1683626577.503564}}
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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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Fixed CAD not generating CSV file  
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": 1683626577.503564}}
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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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Fixed CAD not generating CSV file  
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": 1683626577.503564}}
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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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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.503564}}
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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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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02937483787536621 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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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Fixed CAD not generating CSV file  
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  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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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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Fixed CAD not generating CSV file  
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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1885 
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
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Fixed CAD not generating CSV file  
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971443}, "timestamp": {"timestamp": 1683626577.547722}}
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- Changed cad to process connections by batches  
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1890 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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1891 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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1893 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
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- Changed cad to process connections by batches  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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1895 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
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- Changed cad to process connections by batches  
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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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Fixed CAD not generating CSV file  
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1899 1900 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03224825859069824 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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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Fixed CAD not generating CSV file  
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1906 
  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1907 
}
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- Changed cad to process connections by batches  
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1908 1909 1910 1911 1912 
, '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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1913 
  }
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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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1923 1924 
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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Fixed CAD not generating CSV file  
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1926 
, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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1927 1928 
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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Fixed CAD not generating CSV file  
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1929 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1930 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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1931 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971485}, "timestamp": {"timestamp": 1683626577.594807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1932 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1933 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1934 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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1935 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1936 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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1937 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1938 1939 
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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1940
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Fixed CAD not generating CSV file  
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1941 1942 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02363109588623047 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', '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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Fixed CAD not generating CSV file  
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1948 
  uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
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Changes related to CAD scalability experiments:  
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1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 
}
, '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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Fixed CAD not generating CSV file  
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1968 
, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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1969 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
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1970 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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Fixed CAD not generating CSV file  
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1971 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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1972 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1973 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
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- Changed cad to process connections by batches  
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1974 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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1975 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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- Changed cad to process connections by batches  
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1976 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1977 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
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- Changed cad to process connections by batches  
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1978 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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1979 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
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- Changed cad to process connections by batches  
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1980 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1981 
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": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
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- Changed cad to process connections by batches  
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1982 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
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1983 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
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- Changed cad to process connections by batches  
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1984 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1985 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
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- Changed cad to process connections by batches  
Luis de la Cal committed
1986 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1987 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
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- Changed cad to process connections by batches  
Luis de la Cal committed
1988 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1989 1990 
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": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
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- Changed cad to process connections by batches  
Luis de la Cal committed
1991 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1992 1993 1994 1995 1996 1997 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007804813419114704
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.02860093799972674
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00030266599787864834
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002008957292426747
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005666559991368558
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036590099334716797 seconds
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
1998 
INFO:root:Inference performed correctly
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Fixed CAD not generating CSV file  
Luis de la Cal committed
1999 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 196
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
2000 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
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