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  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': 1683626496.0, 'time_end': 1683626624.0}
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Created rpc to receive scalability parameters  
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INFO:root:No attack detected
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "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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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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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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": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "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": 16.0}, {"feature": 14.0}, {"feature": 757.0}, {"feature": 9.0}, {"feature": 2271.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
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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": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "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": 16.0}, {"feature": 14.0}, {"feature": 757.0}, {"feature": 9.0}, {"feature": 2271.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
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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": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "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": 16.0}, {"feature": 14.0}, {"feature": 757.0}, {"feature": 9.0}, {"feature": 2271.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
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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": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "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": 16.0}, {"feature": 14.0}, {"feature": 757.0}, {"feature": 9.0}, {"feature": 2271.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
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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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
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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": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
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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: 0.000772753404914799
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: 0.001965178555406736
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00056561800010968
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027289390563964844 seconds
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INFO:root:Inference performed correctly
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 205
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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": 1683626583.412981}}
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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": 0.99971205}, "timestamp": {"timestamp": 1683626583.412981}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
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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 0.03527045249938965 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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  uuid: "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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, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
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Created rpc to receive scalability parameters  
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6091 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
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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": 1683626583.463839}}
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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": "18"}}, "kpi_value": {"floatVal": 0.9997124}, "timestamp": {"timestamp": 1683626583.463839}}
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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
6097 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
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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": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
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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": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
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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 0.030070781707763672 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Created rpc to receive scalability parameters  
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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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Created rpc to receive scalability parameters  
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}
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- Changed cad to process connections by batches  
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Created rpc to receive scalability parameters  
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Created rpc to receive scalability parameters  
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  }
}
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- Changed cad to process connections by batches  
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device_id {
  device_uuid {
    uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
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Created rpc to receive scalability parameters  
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  }
}
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- Changed cad to process connections by batches  
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endpoint_uuid {
  uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
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Created rpc to receive scalability parameters  
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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
6135 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
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Created rpc to receive scalability parameters  
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
6137 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997101}, "timestamp": {"timestamp": 1683626583.510537}}
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Created rpc to receive scalability parameters  
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
6139 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
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Created rpc to receive scalability parameters  
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": 1683626583.510537}}
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Created rpc to receive scalability parameters  
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
6143 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
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Created rpc to receive scalability parameters  
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
6146
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Fixed CAD not generating CSV file  
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02276015281677246 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Created rpc to receive scalability parameters  
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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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Created rpc to receive scalability parameters  
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"
}
Luis de la Cal's avatar
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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Created rpc to receive scalability parameters  
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  
Luis de la Cal committed
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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": 1683626583.553591}}
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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
6179 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971044}, "timestamp": {"timestamp": 1683626583.553591}}
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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": 1683626583.553591}}
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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": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.553591}}
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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": 1683626583.553591}}
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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 0.023294687271118164 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Created rpc to receive scalability parameters  
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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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Created rpc to receive scalability parameters  
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}
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- Changed cad to process connections by batches  
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, 'endpoint_id': topology_id {
  context_id {
    context_uuid {
      uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
    }
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Created rpc to receive scalability parameters  
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  }
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- Changed cad to process connections by batches  
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  topology_uuid {
    uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
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Created rpc to receive scalability parameters  
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  }
}
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- Changed cad to process connections by batches  
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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": 1683626583.59365}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
Luis de la Cal's avatar
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": 0.9997108}, "timestamp": {"timestamp": 1683626583.59365}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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": 1683626583.59365}}
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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": 1683626583.59365}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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": 1683626583.59365}}
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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  
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 0.022428512573242188 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', '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"
}
Luis de la Cal's avatar
Fixed CAD not generating CSV file  
Luis de la Cal committed
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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.
Luis de la Cal committed
6259 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
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6260 
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": 1683626583.637977}}
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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": 0.99971116}, "timestamp": {"timestamp": 1683626583.637977}}
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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": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.637977}}
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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": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.637977}}
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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": 1683626583.637977}}
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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 0.02792048454284668 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', '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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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': 1683626496.0, 'time_end': 1683626624.0}
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- Changed cad to process connections by batches  
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
Luis de la Cal's avatar
Fixed CAD not generating CSV file  
Luis de la Cal committed
6303 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.692221}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
Luis de la Cal committed
6305 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997115}, "timestamp": {"timestamp": 1683626583.692221}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
6306 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
Luis de la Cal's avatar
Fixed CAD not generating CSV file  
Luis de la Cal committed
6307 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.692221}}
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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: {}
Luis de la Cal's avatar
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": 1683626583.692221}}
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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": 1683626583.692221}}
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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 0.027057886123657227 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', '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"
}
Luis de la Cal's avatar
Fixed CAD not generating CSV file  
Luis de la Cal committed
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, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
Luis de la Cal's avatar
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": 1683626583.746473}}
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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: {}
Luis de la Cal's avatar
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": 0.9997119}, "timestamp": {"timestamp": 1683626583.746473}}
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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: {}
Luis de la Cal's avatar
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": 1683626583.746473}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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": 1683626583.746473}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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": 1683626583.746473}}
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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
Luis de la Cal's avatar
- 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 0.023848295211791992 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', '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:  
Luis de la Cal committed
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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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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"
}
Luis de la Cal's avatar
Fixed CAD not generating CSV file  
Luis de la Cal committed
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, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
Luis de la Cal's avatar
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": 1683626583.799556}}
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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": "18"}}, "kpi_value": {"floatVal": 0.9997122}, "timestamp": {"timestamp": 1683626583.799556}}
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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: {}
Luis de la Cal's avatar
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": 1683626583.799556}}
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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": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.799556}}
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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": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.799556}}
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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 0.02442479133605957 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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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  
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
6429 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.852265}}
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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
6431 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997126}, "timestamp": {"timestamp": 1683626583.852265}}
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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": 1683626583.852265}}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
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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": 1683626583.852265}}
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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": 1683626583.852265}}
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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  
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 0.02454686164855957 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
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Changes related to CAD scalability experiments:  
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  context_uuid {
    uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
  }
}
service_uuid {
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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
6469 
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": "10.100.200.3:42022:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42022", "protocol": "TCP", "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": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]}
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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": "10.100.200.3:42024:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42024", "protocol": "TCP", "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": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]}
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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 9.0}, {"feature": 9.0}, {"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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
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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: 0.0007723603544257201
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: 0.001960410979247934
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005666559991368558
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034623146057128906 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: 206
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6500 
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": 1683626583.936483}}
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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": 0.99971294}, "timestamp": {"timestamp": 1683626583.936483}}
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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": 1683626583.936483}}
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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": 1683626583.936483}}
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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": 1683626583.936483}}
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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 0.03715848922729492 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42022:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42022', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': 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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, '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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- 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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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": 1683626583.990439}}
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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": 0.9997133}, "timestamp": {"timestamp": 1683626583.990439}}
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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": 1683626583.990439}}
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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": 1683626583.990439}}
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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": 1683626583.990439}}
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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  
Luis de la Cal committed
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034970760345458984 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42024:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42024', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': 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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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
6583 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
6584 
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": 1683626584.042417}}
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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": "18"}}, "kpi_value": {"floatVal": 0.99971366}, "timestamp": {"timestamp": 1683626584.042417}}
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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": 1683626584.042417}}
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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": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.042417}}
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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": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.042417}}
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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 0.036014556884765625 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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.
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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  
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  
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": 1683626584.107806}}
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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
6629 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999714}, "timestamp": {"timestamp": 1683626584.107806}}
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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": 1683626584.107806}}
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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": 1683626584.107806}}
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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": 1683626584.107806}}
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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  
Luis de la Cal committed
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DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040926218032836914 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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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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}
Luis de la Cal's avatar
Added function to export ML model performance metrics in a CSV file for scalability experiments.
Luis de la Cal committed
6667 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
6668 
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": 1683626584.17314}}
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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": 0.9997144}, "timestamp": {"timestamp": 1683626584.17314}}
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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": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.17314}}
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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  
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.17314}}
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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": 1683626584.17314}}
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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 0.03947877883911133 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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.
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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": 1683626584.238213}}
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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": 0.99971473}, "timestamp": {"timestamp": 1683626584.238213}}
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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": 1683626584.238213}}
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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": 1683626584.238213}}
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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": 1683626584.238213}}
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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 0.040170907974243164 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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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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"
}
Luis de la Cal's avatar
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
6751 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
6752 
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": 1683626584.301361}}
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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": 0.99971503}, "timestamp": {"timestamp": 1683626584.301361}}
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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": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.301361}}
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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": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.301361}}
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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": 1683626584.301361}}
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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 0.05388784408569336 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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.
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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  
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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6793 6794 
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
6795 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.375155}}
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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": 0.9997154}, "timestamp": {"timestamp": 1683626584.375155}}
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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": 1683626584.375155}}
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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": 1683626584.375155}}
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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": 1683626584.375155}}
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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  
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 0.041227102279663086 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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": 1683626584.437675}}
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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
6839 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971575}, "timestamp": {"timestamp": 1683626584.437675}}
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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": 1683626584.437675}}
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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": 1683626584.437675}}
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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": 1683626584.437675}}
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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  
Luis de la Cal committed
6848
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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 0.03368115425109863 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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
6877 6878 
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": 1683626584.489699}}
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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
6881 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997161}, "timestamp": {"timestamp": 1683626584.489699}}
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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": 1683626584.489699}}
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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": 1683626584.489699}}
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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": 1683626584.489699}}
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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 0.041115760803222656 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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
6919 
INFO:root:No attack detected
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- Changed cad to process connections by batches  
Luis de la Cal committed
6920 
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
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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: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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 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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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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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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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": "10.100.200.3:39770:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39770", "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": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
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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: 0.0007731293478968288
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: 0.0019557010988736634
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005676939981640317
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002702474594116211 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: 207
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- Changed cad to process connections by batches  
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6950 
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": 1683626584.580707}}
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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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6953 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971646}, "timestamp": {"timestamp": 1683626584.580707}}
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- Changed cad to process connections by batches  
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6954 
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": 1683626584.580707}}
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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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6957 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.580707}}
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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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6959 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.580707}}
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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 0.02890610694885254 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39770:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39770', '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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, '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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- 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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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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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": 1683626584.628865}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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6994 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
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Fixed CAD not generating CSV file  
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6995 
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971676}, "timestamp": {"timestamp": 1683626584.628865}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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6996 
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": 1683626584.628865}}
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Added function to export ML model performance metrics in a CSV file for scalability experiments.
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6998 
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": 1683626584.628865}}
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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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