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DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264317.964095}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0761711597442627 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42026:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42026', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.2534945011139
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 15.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1113.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004028069355956193
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014895351008948267
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024361105170100927
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016074180603027344 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1011
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.046992
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id:
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
kpi_id {
uuid: "1"
}
}
timestamp {
timestamp: 1680264318.047199
}
kpi_value {
int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
kpi_id {
uuid: "2"
}
}
timestamp {
timestamp: 1680264318.047199
}
kpi_value {
floatVal: 0.999725938
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
kpi_id {
uuid: "3"
}
}
timestamp {
timestamp: 1680264318.047199
}
kpi_value {
int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
kpi_id {
uuid: "4"
}
}
timestamp {
timestamp: 1680264318.047199
}
kpi_value {
int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
kpi_id {
uuid: "5"
}
}
timestamp {
timestamp: 1680264318.047199
}
kpi_value {
int32Val: 0
}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.99972594}, "timestamp": {"timestamp": 1680264318.047199}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "4"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "5"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.047199}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08181428909301758 seconds
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '31/03/2023 12:05:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56871:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56871', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': , 'endpoint_id': , 'time_start': 1680264320.0, 'time_end': 1680264320.0}
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 190.342515707016
INFO:root:No attack detected
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "time_end": 1680264300.0, "time_start": 1680264300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1428.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 1483.0}]}
INFO:root:Performing inference...
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00040270247220120615
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.023534937005024403
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 8.833495667204261e-05
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014888026878977921
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439480449538678
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025527477264404297 seconds
INFO:root:Inference performed correctly
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1012
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-03-31 12:05:18.136065
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-03-31 12:04:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-03-31 12:05:19.539665
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id:
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
kpi_id {
uuid: "1"
}
}
timestamp {
timestamp: 1680264318.136281
}
kpi_value {
int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
kpi_id {
uuid: "2"
}
}
timestamp {
timestamp: 1680264318.136281
}
kpi_value {
floatVal: 0.999726176
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
kpi_id {
uuid: "3"
}
}
timestamp {
timestamp: 1680264318.136281
}
kpi_value {
int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
kpi_id {
uuid: "4"
}
}
timestamp {
timestamp: 1680264318.136281
}
kpi_value {
int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
kpi_id {
uuid: "5"
}
}
timestamp {
timestamp: 1680264318.136281
}
kpi_value {
int32Val: 0
}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "1"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.136281}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "2"}}, "kpi_value": {"floatVal": 0.9997262}, "timestamp": {"timestamp": 1680264318.136281}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "3"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1680264318.136281}}
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